{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import numpy as np\n",
    "#函数式绘图\n",
    "#创建图形并设置大小\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False  \n",
    "plt.figure(figsize=(12, 8))\n",
    "#生成数据\n",
    "start_val = 0 #开始值\n",
    "stop_val = 10 #终值\n",
    "num_val = 1000 #样本\n",
    "x = np.linspace(start_val, stop_val, num_val)\n",
    "y = np.sin(x)\n",
    "#--g，破折线，颜色，像素点\n",
    "#参数可以指定线条的样式，如实线（‘-’）、虚线（‘–’）、点划线（‘-.’）\n",
    "plt.plot(x, y, '--g,', lw=2, label='sin(x)')\n",
    "#调整坐标轴范围\n",
    "x_min = 0 # x轴数值范围最小值\n",
    "x_max = 10 # x轴数值返回最大值\n",
    "y_min = -1.5 # y轴数值范围最小值\n",
    "y_max = 1.5 # y轴数值范围最大值\n",
    "plt.xlim(x_min, x_max)\n",
    "plt.ylim(y_min, y_max)\n",
    "#设置轴标签\n",
    "plt.xlabel('X 轴', fontsize = 15)\n",
    "plt.ylabel('Y 轴', fontsize = 15)\n",
    "#设置坐标轴标签\n",
    "x_location = np.arange(0,10,2) # x轴坐标位置\n",
    "x_labels = ['2019-01-01','2019-02-01','2019-03-01','2019-04-01','2019-05-01']\n",
    "y_location = np.arange(-1,1.5,1)\n",
    "y_labels = [u'最小值',u'零值',u'最大值']\n",
    "plt.xticks(x_location,x_labels,rotation=45,fontsize=15)\n",
    "plt.yticks(y_location,y_labels,fontsize=15)\n",
    "#设置网格线\n",
    "plt.grid(True, ls=':', color='r', alpha = 0.5)\n",
    "#设置标题\n",
    "plt.title(u\"函数式绘图 vs 对象式绘图\",fontsize = 25)\n",
    "#添加图例\n",
    "plt.legend(loc='upper right',fontsize = 15)\n",
    "#显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bb7/ptr1gwQKD6y1cuLB4/u2339aYiydPnujGQYJHXtmzZ4/G19dXty46udSHxC/pOekkhk50SESS5rdr107z9OlTkc6REZoXGxurmThxYqYTZ0phMJSSkZXQQt+XJAhJNxLaSFTR58qVKxpPT0/xfP369YUolBEWWvIHCV6UQpcVlG5Dn+3UqVPF40OHDmnOnj2ruXv3riYqKkrsx7lJHaK0lozpIvoYK7Rs3LhRt9yuXbuyfY/ZCX6mpkqVKrrjmSEhwRju37+vqVSpUrr9Uh/6fIsWLaoTdOg7IObNm6d7DR1rb968aXCfoeMgpX2RsE3j1N8Pabtr167NlE6U1X5GIkujRo0yHRPee++9dK+n7dWoUUM8R8eprL4HFloYhmHyDwstDMMwCoSuhEo/pqkWSMaTHxI16Dk7OzvNhQsXxPx33nknndBy584dUWtDv26L/om6i4uLmE9XP3OCXCbSVVK6p1oTAwcOFI/Lli2bzoUxevRo3et69uypmz99+nSD66aTf3r+s88+05gTyVkTEhKS53VQLRZj3ARUw4JOkqnuir7IQidBI0eONGodixYt0n3m0s3QZ2ToBPfkyZO6k3e6ffPNNzrXBMXMkiVLxHJ0ci45iuj+0aNHBt83Cy15h8RM+h5pfzMkauqLcyRY5oYRI0bkSdxYvnx5jt8nudPKly8vlmnatGmO69SPQxIfzEmXLl1027px40ae1kGCpnQczekmOV2olo7k5CNxcs6cOUa9nlxE5PzTn/fqq69mElsN7WdU+6V27dq6+a+//rrmiy++0D0ml5Ik0JIjSjr+HDhwIMv3zkILwzBM/uG+bQzDMAqE6hcYamdKdO3aVbT2pNoGr7/+umiZbAjqlkHtnImXX34ZJ06cQL169XTPS+1Ls2vzTDUOZs6cKbp1UD0Cb29v7Nq1S3RGoboFBNVCoM5G77zzjq42wYwZM8Ty27Zt063r4sWLmdZPy0gtWjN2GjJXNxfqvEI1G/ICdVDSrz9Bnx11JKlevXq6Gg1vv/22+Kxo+Y0bN4p5fn5+2Lx5c7rvNjuoRgt9h82bNxePqW22fuegnKA6H1L9CBrP6tWrxfdP3ym1ne3bt6+oB0MtbYODg0W3qoCAAMjFrFmzdHU6pNoiWUFxJS1LXZyygj5v+txKlCih63JD75U+W+oIUxDQ5xsdHS06TbVv3x6XLl1K9zy19CZof6buUwUB1VCSGDNmjKjhkfFGsXDlyhWxDB07DC2jf6PuOobWb+7OTNIYcwvtx/qt3KlODNVooQ4++i3o69evL+paDRs2DBMmTBD1XyjuqK5O+fLljdpWxYoVRV0r6hZEr6WuTXQMN9SVLCN0nA0JCRHTVCOG6nPROGhdBNWKotbcdIz+888/RXe4DRs25KpNPcMwDJN7uBguwzCMAqEfy4amJehEkYrb0n1W0HN0gkDFF6klc8Yf9VQU9u7du1me+FMhRxJPpNbI9GOfCr1WrlxZPJZaFEtFMak9Ki1LhWJpOZqvX2hTagetz+3bt3XTdDKcE7Q8CQU0ZmoLa6iYIxWqJPGGTlBIUKETbFo3tWCmsdGJ0qlTp/J0IkIn6lTQkk4sSeCSxCo6kS5durROUKGCmlR4mMQM2hadRFObbBoHiVJ0wuTp6Znpu5UKCUdGRorvh7ZHRZDpu9ZvH50TtWrVEt8fCQ20PanVN52ItW3bFv/++6+uQC59r9S6Ny/tv01J//79hZBEnwG9XxKDsmLp0qW6aen96UOxSbG/Y8eOTM/dv39f3KitMe0ja9euzbbYsCneF8XcwIEDxff66quvivbiUhFX2lekE3qKCf1CrNQymAq10nOmRF9ojI2NFbfsyG3RXKlIbHZQEVr6PEjwoP3AUCFYqagt3WjMdE9CCO3LEiQCUUznBSpw+95776FatWri+5DGQK3VqYitJFQSVPyWYoXaz3/88cdif3z06JEQKElkpcK8GY9D1FqaChCXKVNGHIeoTX2vXr3E8cBQu2VDkOBFoiC9lsQe6TguFdP+/vvvdYI6fY60bLt27fL0eTAMwzC5wASuGIZhGKaAobbCkjX8k08+Meo1GVOHpJz9rKB6HFKNFUNQXQAp7YWKKlLLWH06deokLOhFihTRzaOWtGRtpxQUqZaJlKJEtWWo9ow+W7Zs0b1PammbE/ppOMbeJHv8zz//rJtHxYFNCbVvldb9/fffp3uO0nZmz56tMRfG1sagz37GjBm6FCrpRvUj+vbtqzl27FiWry2o1KHXXntNtx0qlGwIalsspZtRDBuC0tek9VAxYGpvTYWA6XugVDxq1ys9//HHH2sKAiqALG2TaoxQnR5KC5Hqd+inhVFdFmn/ad68uclTh7KCWlDTvi6tk1qUG9MinurJGKo5lB3ffvttrvdl/bRIaV7Hjh01puSvv/7SrZtSH/Wh2jm9evUyqlVzXjB2P6P6L6tXr9a1g9e/UZoXHVezq13DqUMMwzD5h1OHGIZhFIixbYspDSYrnj59KhwNWSFdxc9qW5SyRPb4efPmCXeEdAWertTSFVpyymzfvj3dGChdha76UitZulpNSOku9Dr9ttCEfptWyR5vLihNRuL48eMmWy+5gubOnatzkgwfPjzd85S2k116izkhRwB95uSMoO/vo48+EnFBrYDpCnmNGjWE84fSESitqEKFCiIFhL5vuhpf0Oi7U8jVYogVK1bo0s2kdtkZofiTILcOvb/JkyeL74EcAOSuIoePtL6CgL4DarVLnD9/XjgiKJ1LSsF77bXXdMuSs4VSBKXxS+lF5uLatWtifHXq1BFuJwlqC3327NlsX0v7Eu1blMaYl1bReaFYsWK644Up92VyU73//vtimpw25NLTp1GjRuI7k6st8o0bN/D555+jVKlS6N27N65evSqO07Nnz9bFC7n2yDFHx+eRI0eKNDuprTfDMAxjQkwg1jAMwzAFDDlCcnK0UAcccidIThN9RwtdzZTcAeRiMESzZs3StWfOTQcV/Q4+hlqVkquFnqeuHVRUk1wvhtwD5KSg+dWqVTO6sCh1MqIOKHv37hVFeufPn68bD13hp/l0VXrnzp2a9evXi6vQEsHBwWI56nRkqqvS5OyRHDvZuUIKytHy+PFjzddffy0+24xtgqm9LMUDdach6LtbsWJFuu4r+k4Qig1q211Qjhbq3iIV8aWOSYZcEtJYySmVldvC3d09x0LP1H2J3EeLFy/WFCRSEWmpMDHdUwtlQ11xqKipVETZULzmx9FCDjIquNy6dWtdgVcpRuiYQ/ukVPSVHCuGoIKr+l24GjdubLSzhdqkb9q0SXRO+/vvv8W+TOuT1lWvXj0Re/QcLUPL6reml44ddDt//rzGFNB+I62TCt0WNBn3M9o/qdD4W2+9JZyH+vsnFfIldxa5e/SPj/R9ZtyX6dhExa4lJx87WhiGYfIP12hhGIZRINldMZUK1FJ9AboaTldYx40bl24ZumJOV8IJcjFQLQFypuT2SizVHyDHC7lfKP+f7vXrY1ANF7qqmhEaG9WmoHoj9JpmzZqJGiVUI2T69Om65SSHi37NBWNdKRLklJGgGihS8VhD0DjI3fD48WOcPHlSXMHPD+S6+O2338Q0OQLq1q1rcLndu3cLlwLVljFUc8cQUn0KcglQPRpyyxgD1XYhpxF9dxLlypXDm2++Kdw2y5YtE0U8qQYKOUjoe6L6E1QrZPHixaKuCW2XvrvChQuLQpv0WRUE9NlQXZv58+eLmKUxdejQQfc8uS2kosp0BT9joWgJKv5MV/KpVggV1jVU74WK5MoBfcZUIHf//v1iXyYGDBiQaTkqDk3jpuLS5MChosrdu3fP83bpWEF1PegzJBeI5CaToHpDdByhOCY3B7nMzp07J+oPUc0P2lfJJSHFJq2L3B+S84k+z0WLFhlV4JWgGMyumCzFMe2vWUH7Oe3LhH7tqLxC75VcT9Lx6N133zW4HNWEoX2DHFEUr8YeU2mforpVVOOF4tMY6NhLjjlyYUlQDSiKF6otQ+40KgxM7hbat+n4SMdYciHRd0H/G8jNQsdIqsND+znDMAxjIkwg1jAMwzAFDLkSDDlaqG5Fo0aNdM/RVU5qtWyoRsvBgwc1Xl5eumXpCrB+3r4xjhb91+f2Rs4XCbo6S/PoyrnkwImMjNRdSSdXSl4hB4u0TWp7mh2//PKLbtlp06Zp8gM5iqT2sMWKFctUf8ZUnyPd6LvKTY2WK1euiCvYVKuEXAH6cUWOBX1HRbt27UTLcHKTSMv88MMPov0stR4u6PbO+q3NO3funO65oUOH6p4j11JW0H6i3966VKlSmn79+mk+//xzzdatW0WdFzl58uSJzlVAN3LXGIJahEuuF3K15NfRQnU9yN2gH1t0DKH9j1qRE+R2Gjx4sO55aR8lhwnVfPr333/TtY0n51PGukT5QVovtSrODjqOSGMjZ11+IPcQHTelfYLao+fkYMvPLSsM7WfkEKpZs6aoDbN27VrhECTI4UT1e/TXW6tWLc2CBQvEsVX6LskJRMd+qlElwY4WhmGY/MNCC8MwjBUILVQcc/z48boTezrBePvtt3UpIFkVwyWxQ7/4KaX0SGKLMUILnZRT6gClcdB69ddFJ/KlS5dOd5OKlFLKkH6qQ3h4uO65WbNmiXnLly83ifU/N0ILFSCVxkGFJPMKiTTSeqTtUgFKSj2g74VOxujEmIqdyiG0ZEVSUpJIvaK0sown3CRG0POGKEihhaATS9oWFYqVRBESAjw8PMT8EiVK5Jj6RSfi9F1I6WL6N9p/SDhYt26dRg70i0BL+4sUK9kVgCaRKL+pQx988IH4fCdNmpRODCVIYNBPI6P1U7qJ9LhMmTKZPks6+TclxgotRO3atcWyFMskSuUF2h/0RTk6RlKqEqVV0TGXCuJSgWBKRZRDaMmOo0ePaoYNG5ZOtKMb/Z+QRFJDsNDCMAyTf1hoYRiGUSAkTOgLLe+//77uMZ0U7NixI9Nr6KQyo9Ai/XgnsUR6PV3dpNz/vNRokTqS0BVtQzUfpJP3CRMmZHpeOkEhgYbEHqmWAJ1k5ofcCC1Ey5YtdctTTYi8IH122d3oZF7/pD86OjqdkEGfUU5dkOhzojok2TkwciO06HP9+nXNmDFjdCddM2fOzHLZghZa9OvuSLUy9IU5Yztx6TsWyAFDQliXLl2EC0Na10cffaQpSMg5VL58eZ2QJI2jR48eBpffvXu3bhnqnmSOrkO079K6pP2XRESpCxLFIAlbGZ0T1DnJWEHEXEILdZKSlp8+fXqetkexZIw4IjnDSAQnUYycJVJ9KhJmcuqCRMJgbGxspu5tptjPSEAmAVsSFcmNlh0stDAMw+QfFloYhmGswNFCP9BJQCFRJKs2yFIBWjopygidJEiFNemEjk6eciu0UAHa7NI26Eq5ZL2/ceNGtq8nR4iUEkEiUkEKLatWrdItT+kkeYEKyGY8ESPXD7UbJgfCqFGjxAl8Vq4LuvquX+g0YytWQwWG8yO00Pro5Lh3796aX3/9VZyYSVCaAX1u5JqyFKGFTmQlMUSKT2pbKwlY+W1lTPFJ35fkhrh586amoNAXB0g8atu2re4xxaah746KzJLzImM85UdoIQGP3CgkgEr7ohSP1OaZoLikQqz6cU6pZjQmctdI8yglSQ6hhQrBSuIQHfdy22JaWkfGfZmKKNPn0KFDB+EYIWdLVjFCnwW1wabXkYChX5xWet5YjN3PKIWOhGpqka3//4CEXEoRIqdLdrDQwjAMk39YaGEYhlEg5GDIePWe3Bf6J8N0ZZxOGMnu/9NPP2lcXV3F8nSl2RBUB6JJkyY6V0VuhRZKtaDl6Wp8xpNy6pIkdXqhk/msoG1lPKmRaswUlNBCV6KlOiV0gnnhwoVMy1Atiuyg9zt16lSRevLff//p6lsYC9VbkE7yqeaFBJ3MkWshY22S/AotdJKu/5mTk6JVq1aahQsXGlWvpKCFFoIEQWmbVFtHqsfRokWLbF+3fft24ZKiG+0XWSE5wOi2Zs0aTUFAAoaU/ielg5HbRkotoxP80NBQo9eXG6GFUknoJJxcTHXr1k0nrkhpQStXrtQJAyTAkTMi4/7avn173TqlGiGUUpjX1J38CC0EjUd6DaX75HZfJsi9Q6IXdQ3LKoUrK2ib0vZnz56tm081myg9iz5XY48PxuxnJMLrO7LoRqlg5Oih2kTGwEILwzBM/mGhhWEYxkrbO5PLRRI39G90BTYr9FNXciO06BeRlQQKcki89957ouWqVEeCTiKvXbuW5Xr00z9yczKVV6Hl6tWrorArpUvpo5+2Y8jqT22ox44dqysqaUqoXa20bWrPqg+5BaTnMtbPyApK+cnpZJtO4EhYKFu2bKZ4oe+Sro6Tm0IqtGno9dLyS5Ys0RQEVBMj41jpRmJAdlC9H2lZEgcNneRSGpd+LRKp/oY5IQcJ1QWi7ZEoqn9STDEqjSWntI+8Ci3U+jfj8YKEPvruqWCqvquKYoFaoOvHqZRyR/u9BBVdpjbbNL969eric80vWR0bSGAgBw6NRV+c1U/boTbyGb9vctKRa4iOBeZI8ZTaW5OrRd9Roy+AGtsqmkTXnIQWEubofwKlceq35ZZu9D3Q9ujzykloyaujj2EYhmGhhWEYRpE8ePAgR6GFIAFB/0c2XWHO7ge2PrkRWqjoLp3QjBs3Tlw9NfQDn25UnDK7K/L6RXGzugKdH6GFuuz8+OOP4nPRL4JKYoI+JKDoF8CkrjuGhBg6IclLDQ864aKuTxmvMNPV9QoVKoh1k+NCP4WHoNcYcg5kx4wZM4w+2SboJJWutEtdVqQbjSerzkn6QospvjNjoBN/GpP+GKnWkH4B6Kwg14v0GhIM6Mo9uRboBPTdd9/VBAUF6Z4nd1NuHUm5hQSsV155RbfNjE4bSgnS7+SzdOlSo9ab29QhqfsXud5IoMu4r9L3rF/DiPYhSYSSHEZU9FoffZGIxIb8FLYmpHW99NJLwjFGaXg0Xv1jDolG+lDXIek5EhT1kYQYEpUoFSgv3zW53vbv359p/sCBA3XHlyNHjqR7jkQnSYQJCAgwaruHDx/OUWjJKLpQPSNyKGUU0LITaiWhhZx1DMMwTN5goYVhGEaB0AmQMUILpTxQBxk6acrtFdu8FMPVb0+7fv16TZ06dQw6JKjgaMYf+nRFn06eMp44Z9dKNTsodYqs/iT+GBJ9pBu5ByhlKiNU30B/HHR1XoKu9ErPkcskO+cRnWCR44dSieh19JlI9Vcy1rIZOXKkbr2GChoT+ifk9P5yggSE3Jxs65/ck0hFqUo03uzSZ/SFlu+++05TUEycODHddzl8+HCjXkfpUFLh5uxuJLYZOoE2JRSn+k4lap2cVVqRVG+ETtCNOTHPrdBCAqBUf0UfSkvUTxOi1DJyq+k7VKTnDdWA0k/Dov2/e/fuIr6zckgZikUSJQ3VPsp4bCHRJWNHHWoJrt9FS79mDDmwpPnk6MmqbhIdn+izIdGVCsuSM5DqAlE6F7128uTJ6ZYnEUha74cffpjjvkkOl5zQF1pzm6JHnx/Vu/L398/klMtKaKHviWEYhskbLLQwDMMoECpwKP3gpjQWOkEy9U0qLpoXoYVYvHixrmsKuTSoaKZ0BTdjh5TLly+nS9WgK8vSNL3GmJNdqr3x1VdfaQYNGiRcNVKti4w3ugpPggfVH6ETsIyFZiXoM5Daw9KNxifVK9EXkEhA0RdWqHhoxYoVdTVxsrtJKQ50ckffozSf6mRkBV2tl5YjES03xVXzWiQ2o7MmO6GFOvcUFCQe6n+eGV0D2UG1RkgMpCLRVCeDTi7pRJ3qiZB75PPPP891PY7cQifv+sVuaTq7gq20D9GJ/Z9//mnU+vUL1eb2u6eaKrQ/6e+XVPuDBIaMxazps6S0HMm1khGKb3KBZXS60WdOomvGlCISEL///nvhQCMRVGrbnfFGtWvoWEFCMolB2YlPUnt7abtSrOgLseT404cECUqF0m9bn9WNnCMS27Zt04mpdKzISlCiWlbSMZEEkJzEM/19P6+1kEjYy2k7ktBCxzKGYRgmb7DQwjAMo0AynmCa80aiQW6gq75USFW/DgalBEmpMZRKQOskWzuJHN988006UUJy6FD6ijSPRBM68coOfaeH/o2uZNPJGgkA+q4UYz9n6Yo13YoVKyZEEENtXSVKlSplcBxUq4LGQVe36aq4lJZBIoZ+KktISIgQlvbs2aPZsmWLqFtDJ7yUokTdRKhmjH7b35w6iOgLOAVxM+bKPKN1GEg1WehG4k5OJ8Ak/GR0a2SHflzlVESX0uWoKDK5HqQuOdKNhA7qGkYpixkhYYgKrUrLknCVFSRA0D6kv28aElH1nR6Gjkd0bKA0mtx07KFjD4km0nromEP7slT4OqNoSpBoa2gMJMhRrRNyDJHgQalDkhOGBB39NtjkBKP3SO+datuQIEPbIfca1a7Sr3WjXyw3p/pNBXHLzq3HMAzDZA8LLQzDMArk7NmzBfZj21AqQEboBJHs+Pr1G+gkg+z0dAU1I3RSQgJFtWrVdMvTFWD9q7S0DKVR6I+FCnNSFx9DUMFO/WXpRIgEChJ08gOd3EgFPTPe6CQpowOBTpak99+oUSPNlClTxNV2/ULD+tDJIokref1+ciqOSq1nC/LkzJjOToxGpMRJ8U9xYopCsSRaUo0ZqjmjLyqQMJeTiEMCjr7oQDdy+tA+lNHRRHWOqHsYiZvkxNB/DbV1zg4aB7mFaN/JqtgqOcP0HWlUM4cESjru5Yd79+5lKYQa6nBGzhrpOXL2kDBDYlR2rc4z1sXKzY0+y6zqIBG///57ge7LpihGzjAMo1bswTAMwyiO8uXL49q1a2bdRt++fXHs2DHEx8dnucyiRYuwfft27NmzBwkJCbr5HTp0wGeffYZq1aples3+/fvxySefiHuJOnXqYOnSpemWt7GxwY8//ghnZ2csXLhQzNu1axeaNGmCo0ePoly5cunW27FjR1SpUgVNmzbF0KFDUbNmTZiCFi1a4I8//kD37t0RHh6e7rnRo0fD3j79v9IRI0agYsWKaN68Odzd3XNcv62tLXr37o3Zs2fr5gUFBYl1BAcHi+kiRYogICBAd/P390ejRo1w9epVMbZ///0XDRo0MLj+xMRE3fRff/2FokWLwtRcuHBBfD5EcnKyyddvjdSqVQsHDhzAhAkTxHfv4eGR73Xa2dlh3rx5meZTfLm6umb7Woq3bdu24ZVXXkHbtm0xbNgwtGrVSuyHGSlTpox4PiNjx44V+3520Dg++ugjsWxUVJTBZSjGe/XqhejoaAwfPhytW7cW7y2/UOzTcadTp044depUpv28atWq6ebVrVsXW7duFccn2geNPW7+8ssvusdeXl6oXLkyihUrJrafcV8uXLgwJk+eLI5/dHz57rvvREzktC/PmDEDXbp0gTmoXbu2OO7zvswwDJMP5FZ6GIZhGMtEKoZLBSKzq80huT3oCnTPnj01p06dyrG+jHQln+oTkJU+pxQASjciqz+lMOS1OG5+ofosVNSTuvFQOhG9V0NunbxAhYHp6j61Js4pxUOCUqGkVIrsatjoF9jNa42WnNCv0UIOHkYeyBVDdVToe6B6KFSriAq3UtqMsRizLLnNqNYRbYOcHpQuk9N+b0nQfksdpihFigpd169fXxyXTLVuqjtD7iJy32VVXDdjuqVUfDm7rl36BXbzWqPFGKQaLVSni2EYhskbNvQnP0INwzAMo24WL16MmJgYDBgwAIUKFTLqNTdv3hRumIkTJ8LHx8eo19y4cQPXr19HmzZt8jli6+DZs2fYsmUL+vfvb5Kr/Yx1sG7dOuGiIEcXuSXMxe3bt8X+boxri8kZcu/17NkTnp6ecg+FYRiGMQEstDAMwzAMwzAMwzAMw5gIW1OtiGEYhmEYhmEYhmEYRu2w0MIwDMMwDMMwDMMwDGMiuOuQgkhJScHp06dFlXrqUsEwDMMwDMMwDMMw5iQtLQ1hYWGi/lfGbouMYfhTUhAkstSrV0/uYTAMwzAMwzAMwzAq49ixY6hbt67cw1AELLQoCHKyEMeOHkWRoCC5h8Mw5oHqc8fGAtTJwsZG7tEwjHngOGfUQAHG+e4bu826fkYdtCrdKvcv4uM5owIePnwoLvhL56NMzrDQoiCkdKEiRYogODhY7uEwjHmgHyxJSYCjI/9gYawXjnPBr78C8fGAqyvQp4/co2GUHOeF4oxrLc8w2ZGn39d8PGdUBJevMB7+pJRIcrLcI2AY80E/Vr74QnvPMNYKx7ngww+BYcO094wVwnHOqAGOc4ZhDMBCixJxcJB7BAxjPuiK0MSJ2nuGsVY4zhk1wHHOqAGOc4ZhDMCpQwzDWB6JifyDhbF+OM4xe/b/U4cYK4XjnFEDHOcMw2SAHS1KhFOHGGuGrLdz57IFl7FuOM4FVJdl6FCuz2K1cJwzaoDjnGEYA9hoNFTBiVEC9+7dQ0hICEJDQ7kYLsMwDMMwzAu2Xdkm9xAYK6BD+Q5yD4FhLBI+D8097GhRImlpco+AYcwb348fc5wz1g3HOaMGOM4ZNcBxzjCMAbhGixJJSZF7BAxj3tS4pUuBsWMBJye5R8Mw5oHjXHDlivZfmr09UL683KNhTA7HOaMGjIzz5ORkpKamQg4ogYG2z4kMDOHo6AgXFxe5h2H1cOqQgmDLFsMwDGNN0L+y+/eBokXpf5zco2GUDKcOMZaaOhQdHY0nT54gkQrmFjB0mkfiDp/uMfpQPNja2qJQoUIoUqSIUa/h89Dcw44WJcLWRMba41s687Ll7EbGSuE4Z9QAxzmjBrKJcxJZ7t+/D3d3d3FS6+DgABsbmwIZFgksKS9c8HRSTbeC2jZjuUjupmfPnuExpbwBRostTO5goUWJcOoQY+0W3PXrgVGj2GrOWC8c54wa4DhnVB7n5GQhkYUcAAUtcpCDxt7eXqSJsMDCZMTT0xN3794VMcpCi3ngywtKxNFR7hEwjPmgHymcz89YOxznjBrgOGdUHOfkGiCxw8vLq8CFDnItpKWlwc7OjkUWxiDkcPL29hZxkpCQIPdwrBIWWpQIpw4x1h7f169znDPWDcc5owY4zhkVx7lU+JbShQoaqSYLnUwzTFZIqWxJSUlyD8Uq4b1PichUsZxhCiw17s8/OUWOsW44zhk1wHHOqIEc4pwdJYylwrFpXrhGixKRQRlnmAJNjaM8Z4axZjjOGTXAcc6oAY5zhmEMwI4WJcKOFsba4/vCBY5zxrrhOGfUAMc5owY4zhXNsWPHsHTp0ly9huqafPzxx4iMjMzXtuPi4hAeHp7rtDDqZCV1lGIsFxZalAjnOjPWDP1QOXKEf7Aw1g3HOaMGOM4ZNcBxrlhu376Ndu3aYffu3bl6XUxMDNatW4eOHTuKosd5gQolX7t2TbQAzw1U++fp06e4fv26EHwYy4WFFiXCqUOMtVtwhw7l7lqMdcNxzqgBjnNGDXCcm43ly5eLOiL79u0z+bpJsHj99ddRvnx5sZ2MUNvjEydOCFElI9RJ6vfff8fVq1cxceLEXG+bXCk3b96Es7MzSpYsmavXUsvusmXL4vnz58LZwlguLLQoEVbMGWuP71OnOM4Z64bjnFEDHOeMGuA4VyTz5s3DpUuXsHbtWiF45JZSpUrhxx9/xNdff41T9P3ngrCwMNFSmdaRl85QTk5OKFGihFgPpR8xlgkLLUqEbWKMNcO5zowa4Dhn1ADHOaMGOM7NRpcuXYQYUq9ePZOul8SJGTNmYMqUKShatKjBZby9vVG5cmW4urpmuZ5OnTrh1VdfFfVacuOkefToEYKCguCYDxcUjY+cNQ8ePMjzOhjzwl2HlAinDjHWDP3T6d9f7lEwjHnhOGfUAMc5owY4zs0GCQl0MzUbNmwQqTejsukWRSk6dMuJcePGoWXLlrh79y6KFSuW4/JUX4Vqq/j7+yO/BAQEiPQlqvdCLhfGsmBHixLhKtOMtcc3FZXjOGesGY5zRg1wnDNqgONccezcuROvvfZatm4VY2natKkQTahmizFERUUJ8cjOzi7f2/bw8BBiUG4L6jIFAwstDMMUGKlpRthqNRogNFR7nw0paSl49vwZEpITTDdAhikojIxzhlE0HOeMGuA4zxXHjx8X6TaFCxeGp6cnGjRogB07duSpGC4916tXL1G4tl+/fvDz80OhQoUwYMAAg+IDpQyRA+Tff/9F8eLFRVrSs2fPdM/TayiViJwit27d0hXDXbVqldjW22+/rVuWnrtx44Zwp1SrVk10Ljpz5ox4HaUHZUV8fDzc3d0zzafXnD17VqxD//URERFiW+SYMfT+aV20TsbyYKFFiRhhY2OY3BCTGCNEC2NvuRU34pPjUWVhFRSdW1RUWs8xNe7113NMkdt7ay98Zvng473G58UyjMVgZJwzjKLhOGfUAMe50VA745dffhlHjhxB586dMWzYMJFKQ7VOaF5eIJGB1kkCzhtvvCGEkhUrVoiUHn0oVejKlStCbCFhhrr9kKBBbZJjY2PFMiT8fPvtt3j8+LEocktQ0dqPPvoIwcHB+Pzzz9Otk0QWEm58fHyEYOPg4CCEkVAS3rKA2kHTchkhhwulHqWkpODhw4e69VNnIarlklUtGVpXUlJSHj45xtzwGbsSYWsiY2JarmiJ4w+OG7388FrD8UOHH9LNi3oeBTtbOzjZOQmFXR9HO0cEuAfgQvgFHL1/FHWC6hh0qDxPeQ4XOMDp3+NA48bZioquDlq7p4u9i9HjZhiLOo4fPJhjnDOMouE4Z9RAPuN87pG54pYTtYrUwtbeW9PN67i6I049NNzxhi5sSb/HxjYcK276F9gqLqiINE0aUjXZu43ntZknfreV9Subbv61iGviQlpO0O+/QPdAMU3OFVGIdsEMvNb1NTGv3cB26PdaP6zZvgauJdOn8iSmJOa4/u3bt6NJkyb4888/RfcgEl7KlCmD3377DYsXL06XskPCBQksJLpQi2Rq7UyuFnKtSC6Trl27omPHjuK1VHuF1kPCCd1Tqo4+tE56XenSpREZGYkKFSrg/Pnz6VwyGaExZJU2RIINFbmlbkKUjkSiDYko9H6yeg3Np3Wak+RkYOlSbl+eW/i/HsMwcHN0Q7uy7bC9z/Ycl7WZZqMTOfTptKYT9t/Zn+PrGy5tmO3zKzsuQ79o3xwtuCTqECTerDq3KtPz9OOB/kHTD5PaQbVzHBfDFCgU32RrVrnVvHdvKgxIPy7lHgljFjjOGTWQzziPTozG/Zj7OS4X4hWSaV54fLhRr6Vt6KOBxqjXEQkpCeJiWEZoXnJaco6vp99jEpQuRFz87yJadmwpWht7+nli61GtgJRxfTTOnKB1fP/997oWzVR3pXHjxli/fn265aTCtiTE0DLkaiE3CKX9ZGTBggWoWLGi6Ex08eJFdOvWTYgvhqAUJFqXm5ubED1IeCGXTnbjJddKVpCrhcSaO3fuCKeNJL5kBa3LFPVesmLvXmD0aODixdy3wFY7LLQoEb4qxJgYOxs7/H79dzh/ZtxBVBI59JnUZBJG1h0pHCYZHS3G1m8hR0u9ovWAmiWNft3my5vFLSu+aPkFCy2M5UG24Sx+tKmJL7+UewSMWeE4Z9RAPuPc08kTRT0Mp4Xo4+/qb3BeVq/Vd7TQNvSxgY14nTGOFvpdZ2+b+dyD5jnY5pwuZWvz/0oV3bt3Fyk5qxatwo71O1C1VlVUr1Mdbbu0RVBIUKbX0jhzokqVKqhUqVK6eYaK3JJgQU4RupHgc+7cOZFy5Ovrm6ljD6UJTZgwAZMnT9alExnCxcVF3KjFcqlSpbTv1zb7yhyUBkTpQ9k9T2lC5KIhASUkJLPApg+tyxwdh6hrNGVfrV6tfezjkyYujDDGw2fsSoRThxgTQ/9kW5dujfU90qv/hvD4wsNgUdtWpVvpph/HPUZkQqRR26Z/1GV8y6SP7z//BFq2NEpUJIFnctPJmeaTm4Wuwhhy3zCM7FCc//230XHOMIqE45xRA/mM84xpPbkhYyqRBKWSSC1/DZ34ezh54N7Ye8gPGVOJjIFEBKrFQl1/Dh48KOqqfP/l9/jx6x9F157mzZunW/60/ekc1ykJHDlBnwO5VCjdp2bNmqIgbo8ePYRIUq5cuUxpQVLxWarRQjVbihQpkmmd9PlSas+hQ4fEuoyBnC+UqhQYqE2nMgR9d9L3SI4V+twMQc9LrhdTQRoQ6UpTpwIxMfS5AW+9Bbz5ZiyqVjXZZlQB/9djGAZxSXHYd3ufEFGMIaec3K8Of4XZh2cbtS66opKff/Yk1DjbZ3bi0DwveOV5vQzDMAzDMIzpoMKxVB+F0nCkVBzqslO3bl1MmzYtk9BiDFmJEBmh7ZIwQWk4r7/+uuhSROIJFZ4lsYXqtUgcPnwYS5YsQZs2bXDq1CkMGjQIx44d06UfSZBjiLoNUd2Ztm3bGjUOau1MnYlIQMm4PoKEExJ2yGlDXZBu374tBCJDbnF6nt4TrdMUHDgAjBoFnD+vfVy/PrBwIVCrFnAvf7qcKmGhRYnwVSHGxPz9xt85Wkf1oYK3OdV8IZ6Ofwpv56zzSgduGYjDoYczx3ebNulmXQq/hEOhh9LNu/n0prinInBLTi3JtG5fF190rdg15zfDMHJgIM4ZxurgOGfUAMe50VAqzubNm4W4QW2YCSpKS/VVwsPDzbpt6t5DRWqpJgt1OaJis9988w169uyZrmYKCTJDhgwRraI//PBD0ZVoxIgRmDVrFiZNmpQpPYs6EVENF2oJbQwk9JDA8ujRI5GipA+JJiSs0PNUq4XcNyTK0LIZHTW0bfocaX2GuhjlhidPtHVYVr0oeejnB8yaBQwapHW0MHmDz9iVCKcOMSbgasRV0arZ3dE9Xf6sMdDBneqp0K1y4cqZcn+TU7W5p9R+OSeCPYMzexZ//x2gKwMv/nH8c/cfjNg+wuDrt13dJm4ZqRlYk4UWxnIxEOdqpEIFbR54UBBw+bLco2FMDsc5owY4zo1m8ODB2LBhA2rVqoX27duL+ibULYhcHNTtx5yQsENFaqnLEDlAxo4dK+qw1K5dGy+99JJuualTp+Ly5cuiIC7VZ+nduzdWr16NTz/9FF26dElXD2bt2rXC8fLzzz8bPQ5KYaIaLFTslsQc+gwkyFlDQg91RiKxhZ6nQrs0nwQV/WVpPhX2pWXzCtVvjo21RZ8+jrhwgRw6wIgRAHWx9vXN82qZF7DQwjAqhVoJ/nAyfYvmvPDPoH/QuFjjdPPG1B+DvtX6GvX6TAXW6Cjv6am9z+CgWdZpGQbWGJjjOkvMKyFaSjOMxWIgztVIbKw2B5zuGSuE45xRAxznRvPqq69i165dmD17NjZt2iRSX6jGyrx58zBmzBizbpvEFarFQu4QcrZQIdyGDRti4sSJom4McfLkScyZM0c8R+lF5C4hFi5ciBo1agihiOqxUJHas2fP4rPPPhOOFnLl5EX0IbcMtYQmRwqlH9HYqFYMCSwS5Gyhzkc0FlqWUohImKJiuSTYSN2Wcgv977192wbR0XaIjbVBnTraNKG6dfO0OsYANhq6NM0ognv37onK07RjZbSaMUxuITcKsfLsSgzfPhyaT/5/KJj37zxM+GsCYibG6ArK6gsidNig+bQOD0cPONg5iAK4M/6Zka8xUWX7L175ItP8tefXotfGXrkSWqgNIolADMNYLi1aAGFhADmu9+yRezSMktl2JbOzkWFyS4fyHUy2LnImUNoHOQ7yejKcV3IqhstoIbGjUaNGIi1nTy7+CdHrypQpg9atWwu3S16gdCVyzpDIol8fxpjXUftnctsYWwg4owGL6q1ERNCj54iIuIl790IwcKAHsusSzeehuYcdLUqEU4cYEyAVkJWKa9lMS38lhlwkR+8fRZNlTQy+fnH7xRhWe1i6grrfHP0GtYrUQsVCFXM9nv139os2g180mw5s3gx06aKz4OalXTS1rGYYi4V+6WSIczXC4oqVw3HOqAGOc8VC3XqomK3UYSg3r1u6dCnatWuX521TahA5bKhrUW5fV7x48VwXwCVrBZXBuX8fSH1RltHHRwN7+xQ0aJCWrcjC5A0WWhiGEVwbc003vfzMcsw5PAd1gurgg0YfYPPlzfi97+/iub9u/oW3dryVrp0zQa4WoneV3hjXaFyut995TWecCzuntd6GhKSz4KakacXFy08ui+5IOUFOG+k1DGORGIhzhrE6OM4ZNcBxrmjInZEXh0bnzp3zvW3qmGRs1yR9ctvOmdJzSUuKf9E01NWVUpKoXowGcXG53jxjJCy0KBHuOsSYAf3uQJTCI7leulfqLkQXKpob6B6Ir498jeoB1VHCu0S61xsqqNtyRUvsuZX1JeuJjSdiRssZ6ddB8d2wYbrlyC1DzDo0S9yMoahnUaOWYxhZMBDnDGN1cJwzaoDjnLFgsxU5WKirEEGulaJFAX9/rS4oCS+MeeAzdqXuNQxjYvy/9E/3WCpAW69oPZTyKYUVZ1fg3QbvYsuVLXin/juZXm+DzFdy/F398UqpV/B9u+8zPVf227JCvMkEWSjXrgV69iSpX8x6vfLreLnky7l6Pzm1oGYYWTEQ5wxjdXCcM2qA45yxMAylCVE3bRJZOLut4GChRYlwUSvGDGQshjv+r/H47fJvaFmqJcY2HCuK48YnxyMyIRKDagzK9HpDdVTsbO3g5uCGMr5lDG7TYFtpktsrV9beA1j932p8e+xbTGoyCe3KtUNSahJ239gtpiX+vP4nUjWpeK3sa7p5Gy9uxMmHJ9G5Qv6tnQxjcjLEuVrp21d7pY1+AP7yi9yjYUwOxzmjBjjOGQsiqzQhdwPXNhnzwkKLEuEDOWNCqAAtsez0MlyPvI7rT6/j2P1jQtAYum0oTg4/iWG1huHnsz9j2v5pGFpzKPzd/LNcjz7hceHYfXN3pkK7ErFJsYbju1Yt3cOlp5fiyL0jCPbU5s8O3ToUv/73K26+cxPFvIohITkB/Tf3h5O9E66MviI6JEU9j8KI7SNE3ZjmJZqnS4tiGIsgQ5yrlf37tVfc6CobY4VwnDNqgOOcUUCaEFPwsDVCiXDqEGMCTjw4gcA5gUKQIMbuGosTD0+ggl8FNCveTLRzDv8gXIgZt57dwoOYB6jkXwnLzy7H4N8G486zOzkKLT92+BGXRl3K8qafgkRuGZ0Fd8kScU/Fcf++9TfalW2H6oHVxdP9q/UX7pWFxxeKxy4OLsLtci/6nqglQ3g5e2HWK7PwKPYRxu8eb74PkWHyil6cM4zVwnHOqAGOc8YC0oQuXPi/yOLnB1SpAhQuzCKLnLDQokQ4dYgxAdSGuX259qJ+yoWRFxD5YST+7Pcnpr08DZX9K4uuPeRqWXxyMRr/1BgNghvgzIgz2NFnB/64/gdKflMSL/30kkglIlLTXiSB6lHcuzgqFKqQ5Y2cMT+c+AH1l9QXgopoOU0SPBWVs7MT6UvE5KaTdeukVKYQzxDhdKHxEW/VfQtBHkFCaImIjxDzBtccjNpFamPJ6SXCocMwFoVenDOM1cJxzqgBC4xzKZ07LS3zRTDGeqCOQZcvA3fuACkpgIsLUKECULKkcbVYNKTSiFNLPrc0B5w6pEQs6EDOKBeqj7Kk4xKDzyWmJor7x3GPseb8GoyuNxofN/1Y/ONuXbo1rr99XbSApm5Avi6+6V6TW1qUbIE3d7yJkt4lMaXZFF2uM7VorhlYU3RAIpFHf9zDaw8XxW6FuGMHONo5YkrTKQiPDxcOF4LG+kmzTzD337lcGJex3Jx+hrFmOM4ZNWCBcU6/gejkOTU1FXZ2dgbr6DHKhUQVShMiJ4sUgkFBuXOwkMhC8UGx4cAVcs2CjUaSshiL5969ewgJCUHozZsIJqmSYQoAOkSY+x801XLR1X0h6+2PPwLDhnH1fsZ64TgXBAf/v0bLvXtyj4ZRcpxvu7LNrOtn1EGH8h1MFufPnz/HrVu3ULJkSTg7O6OgoZPo5BflBkhsIeGFBRdlQ2ftERHAgwc2SEnRfpe+vhoULarJVTchSWSJj4/H/fv3Ubp06RxjVHceGhqKYPrnzeQIO1qUCDtamAKkIP4ppyuua28PtGmjvWcYa4XjnFEDHOeMGrDQOJecLCkpKeKkmu4Z5ZKQYIuHDx3EPeHklIagoGS4uqaBMsQSc2ksJ+GNnCycNmQ+LOuIwBgH7xCMtcd3GcPtoBnGauA4Z9QAxzmjBiw4zukk2tHRUTgYOIlBmZA+9vChzYs0IUoJ0yAoSPOim5BDvmKDY8K8sNCiRLiqOWPNkCS/YAEwahTJ9XKPhmHMA8c5owY4zhk1oIA4J2cLpw0pM02I0molM5KvL6Xc2sDRkb9LJcDWCCViYdZEhtHn6L2j2H1jd95XQEmmPXoYVy6dYZQKxzmjBjjOGTXAcZ4nBg4caJT4s2/fPrHc8uXLYcnExcWhWrVqmDp1apbLXLp0Ce3bt4ePjw+KFCmCGTNmGFwuMvI53nxzEqpVK4EGDVzx4Yed4en5AKVKZS53tXPnTtSrVw9ubm6oVKkStm3jelWWAgstSoRThxgLhboA9dnUB2svrM1ffIeEcJwz1g3HOaMGOM4ZNcBxrnooBWfIkCH477//slzm6tWraNy4MXbt2oXOnTujTZs2+Pjjj9OJLeRcuXNHg86dX8fixTPg7x+EAQPexLVrJ9G1a2skZchqWL9+vRBubt++jaFDh6Jo0aLo0qUL/vnnH7O+X8Y4+IigRDh1iLFQNl3ahJtPb+KtOm/lz4L7xRe5r+rFMEqC45xRAxznjBrgODcr5NYgJwgJCJZIYmIi+vbti7Vrs7/IOHr0aERGRmLDhg1YtmyZcOjMnDkTn376Ke7cuYsnT4Dz54GVK1fjn3+2oU2bbjh27BB++GEuDh48iJs3b2LevHm69UVHR2PkyJHCHXP8+HF888032L17N1599VW8+eabBfDOmZxgoUWJcOoQY6Fq/uzDs9GiZAvUDqqd9xWR9XbIELbgMtYNxzmjBjjOGTXAcW5WXF1dUaFCBXh5ecES6dOnDzZu3Ig5c+Zkuczdu3eFCPLyyy+jY8eOuvkklFDnn0WLNuH2ba2jZdu2JSJVatGiOXBy0qZWFS9eHL1798avv/6qe+2WLVvw5MkTvPPOO+J5ifHjx+PixYs4c+aM2d4zYxwstCgRtiYyFsj+O/tx4sEJfNjow/zHd+HCHOeMdcNxzqgBjnNGDXCcq579+/ejW7duWT5/+PBhcd+hQwfdPBJVIiLcULFifRw5sk+ET9GiGvz337+oWrUqSpQokW4dLVq0wNmzZ/H06dMs10k0bNgQzs7OorYNIy98RFAinDrEWCCzD81GtYBqaF26df5WRNZbKiTGFlzGmuE4Z9QAxzmjBvIY59RVJi5OOTe5OgHnVAyXBIkGDRogPj4eY8aMQWBgILy9vdGpUyc8fPgwk/t64cKFomgtiRG0LL0mNjY2z+Nbt26d2H52hIWFiXvartRN6MIF4PFj6iJUGo8e3USVKuTeiUZCQoJYLiOlS5cW97du3dKtk1o0V65cOd1y9vb2wuFCqUaMvHAOihJhayJjYfwX9h9+v/47VnZZmf/2gVROfezYzGXVGcaa4Dhn1ADHOaMG8hjn8fGAuzsUA2kRbm6wSNLS0oSwQrVcevXqhRMnTmDr1q1CtKDisxJvvfUWfvjhBzRq1AijRo0SKTbfffcdLly4gL///jtPv2Ht7OxyXIbqqRAeHv64ckX7WRLOzlRH2Qv79z8Q4RMWpl3O398/0zqk1KkHDx6gVq1aYp00z9FA3NF8Wo6RFxZaGIbJN3OOzEGIZwh6Vu5pmhU6OZlmPQxjyXCcM2qA45xRAxznskLCSvny5UVqjZ+fnxBe6tati7/++ks4XajOy4EDB4TIMmDAgHTumOHDh+PHH3/E3r17RXqOObC11Z5y37/vKlKE6FakCBAQQOKLoxij5EYhaLwZkQQV/WUNLSctKy3HyAcLLUokOVnuETCMjtCoUPz636+Y/cpsONg5mCY1jqr3T5zIP1wY64XjnFEDHOeMGshjnNM5cj4yVgqcLM7pLQJKCaKOPCSyEJRS07JlS5w6dQrh4eEilYZaIUtMnjxZNy3VPKGWyKYWWihNKDKSHC1aK1BychK8vbXdwKVQSU5O1rVtdnthGcrYxllaTv85WtbQchnXycgHCy1KhFOHGAvim6PfwM3BDUNrDTXNCkmxpx8rbDVnrBmOc8GlS9ofovnNOGQsFI5zRg3kMc7puGepqThKg1Jl2rRpk26e5PYgEYa4fv26uP/5558NriNjPZf8kpBA3YaAmBjA1zdIzLOxuY0yZSqlW+7x48eipgzh6ekJd3d33KYWRBmg5Qhp2aCgICEiSY6djMsGBweb9P0wuYeL4TIMk2eePX+GH07+gJF1R8LDycN0K+bCiYwa4DiHhwf9sNTeM1YKxzmjBjjOZaVUqVJGLxsRESHEl4y3RYsWmWQsaWlAaChw8aJWZCFB7aWXqovnrlw5lWn5Y8eOIYByiF5AhXDJiWNoOUJatnp17TozLkstn6lgrv46GXlgoUWJcOoQYyH8cOIHJKUm4e36b5tupWR1nDuXu2sx1g3HOaMGOM4ZNcBxLjuGCsJmpEyZMuL+ClWj1SMqKkoUxN29e3e+xiB1ZSLjCTUZosdkPqFuQo0bl0XZsmWFm0ZKASLOnTsnCvI2bdpUN69du3a4ceNGpvbMa9asEY6XGjVqiMdt27YVKVJLlixJt9zq1avFvf46GXlgoUWJsAWXsQASUxIx7+g8vFHtDQS6B5puxZS0Sm0SOZ+fsWY4zhk1wHHOqAGOc0XQvXt3cT979ux0YsfSpUtFi2cSPPKTJiR1UyZHC4UC6Tp0k8LinXfeEelL1PmIuiHdv38fgwcPFm6avn376tY1aNAgeHh4YMiQIbh8+TJSU1NFTZmTJ0/i9ddfh8OLEhKUGtS1a1esWLECixcvFus5dOgQpk2bJmrVkBDDyAvXaFEitAczjMz88t8vCIsNw7hG40wf30+eAIUKacuyM4w1wnEuoIvA1PWS0oeoOypjZXCcM2qA41wRNGvWDEOHDhUOEEq7adWqlajLsmnTJlStWlUIG7klNZVqu2gdLHFx2nmUClu5cuZQGDlypOh8RMLOypUrhYBCt3fffReNGzfWLVekSBEsW7YM/fr1Q6VKleDk5ITnz5+L9CgSifRZuHChaE09YsQIsR4ScKgbkeR+YeSFjwZKJCVF7hEwKidNk4YvD3+JjuU7onyh8qZdOV1lWLqUU+QY64bjXCe0TJumvWesEI5zRg1wnCsGcn58++23IuWGWj1T3RMSQChNh4rQGgulBVGzogsXgEePtI+lWmN0b0hvs7Gxwdq1a0X6UPPmzUVXpF9//RVff/11pmW7desmWlb3798fderUwbhx43D69Gn4+PikW87f3184XcjFQu2s6XVHjhwR94z82GikUsyMxXPv3j2EhIQgNDSUK0kzsrLtyjZ0XNMRhwYfQqOQRnIPh2EYhUL/yu7fB4oWpf9xco+GUfr/JYbJLx3KdzDZusiFQEVJS5YsCWdnZ5Otl5GX58+13YTIjSlVdChWTFuPRWnkJkb5PDT3cOqQEuHUIUZmZh+eLQQWs4gsFN/SmRdbcBlrheNcsGqVtlkHlzawUjjOGTXAca4KKE2I3CuSg4W6CQUGUqoPf+2MYTgslAinDjEyciT0CA7ePYgPG31ong2Q9Xb9erbgMtYNx7mgeXOgTRvtPWOFcJwzaoDj3KrRTxOieiz02MtLW4eFtTUmO9jRokS46xAjI1SbpbxfeZPaa9NBl7a5KiZj7XCcM2qA45xRAxznVp0mFBpKLaD/fwoWEqJNEyJHC8NkB2twSoRThxiZuBpxFVsubxGdhmxtbM0X39evc5wz1g3HOaMGOM4ZNcBxbpVpQpQNRi4WEllIVKEUIXKxUD1aFlkYY2ChRal7P8PIwFeHv0Jht8LoV62feVPj/vyTU+QY64bjXLBvn/ZjoHvGCuE4Z9QAx7lV8exZ+jQh6pIspQnZ2ck9OkZJcOqQEnFwkHsEjAoJiw3Dz2d/xifNPoGzvRmr55Mvc9Qo862fYSwBjnNBv37cdciq4Thn1EAOcc4NXpUBFWanbkJqShPi2DQv7GhRIuxoYWTg22Pfwt7WHm/WedP88U2XEjjOGWuG45xRAxznjIrj3PZFldRUjn+LhjK+HjwAzp//f5oQdRNSQ5qQFJtSrDKmhT9VJcI5oEwBE5sUi4XHF2J47eHwcfEx78booH/kCP8wZ6wbjnNGDXCcMyqOcwcHB9jZ2SEhIUG2oTHGpQmR0CKlCVWqBAQHqyNNiGKTYpRilTE9nDqkRHhnYAqYpaeWIjoxGu82eNf8GyOv5tCh5t8Ow8gJxzmjBjjOGRXHuY2NDVxdXREVFQVfX19xQstYTpoQdRMioUU6taI0IWt3sGR0s1BsUoxSrDKmh4UWJcJXhpgCJDk1GXP/nYveVXujmFexgonvs2eB6tXVcTmBUScc54wa4DhnVB7nhQsXxu3bt3Hnzh0htjg5OfFJrcxJAU+eAOHhWgcLfRV+foC/v/arIwHG2qG6LImJiYiMjERaWpqIUcY8sNCiRDh1iClA1l9cj7tRdzGu4biCzXWuUoV/mDPWC8c5owY4zhmVx7mjoyOCg4Px5MkTPKQ2NoxsUAZXZOT/m0M5OwO+vtr5VARXbbi5uSEwMFDEKGMeWGhRIpw6xBSg6j370Gy0Kd0G1QOrF8xG6YDfv3/BbIth5ILjnFEDHOeMGsghzik1o1ixYkhJSRE3pmChznYzZwK7d2sfk4Fj/HigWTP1pAllxN7eXtwY88KfsBLhgzRTQPx18y+cDTuLr1p/VbDxffw4ULcu/ScouO0yTEHCcc6oAY5zRg0YGed8cluwUBrQV18Bn32mda2Q2ejdd4EpU7RFbxnG3HDXIYZhsmT24dmoVaQWWpRsUXAbpaRZqlBG9wxjrXCcM2qA45xRAxznFseuXUDVqsCkSVqRhdwrZ84Ac+awyFKQHDhwAB06dICPjw88PT3RpUsXXKA0uwzs3LkT9erVE+lMlSpVwrZt2wyu7969e+jTpw/8/f3h5+eHsWPHIjk5GZYKy6pKhNVwpgA4/fC0cLSs7ra6YAu3UWrc668X3PYYRg44zhk1wHHOqAGOc4uB9K733gM2btQ+DgzUiit9+qg3TUgu1qxZg759+4o6MP3790dcXBx+/fVX7N69G7t27UKjRo3EcuvXr0fPnj1RqFAhDB06FBcvXhSCzN69e9GkSRPd+sLDw9G0aVNRXLp79+6iuPSiRYsQGxuLxYsXwxLhM3YlwqlDTAHw5eEvUcK7BLpX6l7w8X3wINC4MYuKjPXCcc6oAY5zRg1wnMtOUhLw9dfA9OlAfLw2TWjMGGDqVMDLS+7RqY+YmBi8+eabKF68OE6ePCkcLcSoUaPw0ksvYcCAAbh69apYbuTIkeL548ePi+WJ9u3bi9fru18mTZqEW7duYf78+RhDXy6Ali1bCpFmyJAhqF+/PiwNTh1iGCYTt5/dxroL6zC2wVjY2xbwjway3kZHswWXsW44zhk1wHHOqAGOc1n5+2+gWjVgwgStyEJ616lTWuGFRRZ52Lp1K6KiovDhhx/qRBaiVq1aaNu2La5fv45r165hy5YtoiPXO++8oxNZiPHjxwtnyxnK9xL1dhKxatUqlCpVCqNHj9YtR84Wmrd69WpYIiy0KBFWyxkz8/WRr+Hl7IXBNQfLY8Ht2JG7azHWDcc5owY4zhk1wHEuWzehnj2BV14BrlzRdhP6+WeqC6IVXhj5IJGEqF27NjJCKT8ECSyHDx8W01THRZ+GDRvC2dkZ+/btE49Pnz6NhIQE4XTRL2dA0y+//LJuOUuDhRYlwqlDjBmJiI/AktNLMLruaLg5uskT33/+yXHOWDcc54wa4Dhn1ADHeYFCtU+p7kr58sC6dYCtrTZNiMSWN97gWizmhtJ9oqOjdTdym2RE6q719OnTTM9doS8KQEhICMLCwmBra4vKlStnej05XG7evCke03JENQMKWunSpUVKkSXCQgvDMOn4/sT3SNOkYXS9/1vzGIZhGIZhGEZO9u4FatQAPvgAiIsDqJ7qyZPA/PmAt7fco1MH1BXIy8tLd/viiy8yLVOuXDlx/91336WbT4VwDx48iIoVKwqhhYQaWoejo2OmddD8Bw8eiGlajqBuQ4aWo+epKK6lwTkoSoRThxgzkZCcgG+PfYtBNQbB3y3zwazA4rtNG3m2zTAFBcc5owY4zhk1wHFuduh8e9w4QCrFQefbs2drHSzkaGEKNi2oaNGiusdOTk6ZlqGuQcWLFxdtmqkmC9VSoboskvAyePBgnXPF1dXV4HZIfImnojt6DhlDy0oiDS3r7u4OS4JDU4mwNZExEyvOrkB4XDjGNhwrryd061btPcNYKxznjBrgOGfUAMe52aCPdO5cbZoQiSwkqowapU0TGjiQRRY58PDwgKenp+5mSGghQWT37t2iRssff/wh2jbPnDlTuE6oOO7w4cPFcm5ubkiillEGSE5O1j1HyxGGlqXlsnpObtgawTCMIDUtFV8d+QrdKnVDGd8y8g2Ekms9PTnJlrFuOM4FY8dqm3XQR8FYIRznjBrgODcLVNSWRJXz57WPqXvvwoXUuUbukTHGULZsWZw4cUI4YO7duyfaMu/YsUN0FCKBhggKCkJ4eLhwo2R0qzx+/BjBwcG65Yjbt29n2g4tR3hbYO4YCy1KhFOHGDPw25XfcC3yGlZ1XSV/fDdvLu8YGMbccJzrhBbGiuE4Z9QAx7lJefRIW4Nl1Yufo35+wKxZwKBB7GBRak2XwoULY+/evUIwGUOVi19QvXp1cX/q1Ck0pr7cL6CORFTgltKOpHU4ODiI5TJy7NgxIdJYWtoQweGqRDh1iMknF8Mv4sCdA7rHGo0Gsw/NRrPizVCvaD35faJURp4tuIw1w3HOqAGOc0YNcJyb7PTmm2+0aUIkspBB6M03gatXgSFDWGRRMt98841wrUybNi2dc4WEFOo6tGTJknTLr35RjKdp06binl7TvHlzbNiwAc+ePdMtR92I9uzZo1vO0uCQZRgV8t2x7zD2z/9fSj549yCO3j+KDxp9ANmh/6whIWzBZawbjnNGDXCcM2qA4zzfHDwI1K4NvPuuNp20Th3g6FHg++8BX1+5R8fkh4iICJE2RC2cB5EtSQ9KDeratStWrFiBxYsXiwu/hw4dEoKMn5+fztFCvPPOO4iKikLfvn1F22gSXAYOHIiEhAT069cPlgjnoCgRTh1i8omjnSMSUhJ0j788/CUq+1dG27L/P6DJGt8NG8o9CoYxLxzngpgYctRpz088POQeDWNyOM4ZNcBxnmfCwoDx44Gff9Y+JlGFugWTg8XOTu7RMabg888/F+2Xv/rqK9gZ+FIXLlyICxcuYMSIEXj33XeFcEJdhtasWaOr5UK0a9cO48aNw5w5c0Qqko2NjSiE27lzZyG+WCLsaFEibE1k8omLvYto5SylEW27ug3jGo2DrY0FHBKoavjKldp7hrFWOM4FFSsCXl7ae8YK4Thn1ADHeZ7ShKjTL6UJkchCYvuwYdpuQtSQhkUW6+Du3btCSHn11VfRJosW6P7+/jh58qRwsdStWxfdunXDkSNHxH1GvvzyS13LaKrpQu2iN27cCEuFrRFKhJMUmXzi4uCC5ynPxfRXh79CkEcQ+lTtIx7/dvk3DN8+HDv67ECdoDoFPzj671q5Mv+XZawbjnNGDXCcM2qA4zxXHD6s7SZ05oz2MaUMLVig7SrEWBfFihXD8+fa843scHFxwZQpU8QtJ9q3by9uSoCFFiXCB3ImnzjbO4vUoQcxD7Dy3Ep83uJz2NvaY+q+qZi2fxq6VeyGKoWryBff3LuPsXY4zgXNmlF3AaBQIblHwpgFjnNGDXCcGwV14Z0wAVi2TPvYxweYMUPrZOFTG8YasXhrRExMjCh2Y+yN8rpyy6effoqhQ4fiMEmseYDyww5Qs3cDULEesj9dv349T+vOYoOmWxej2tQhcrTMPzpfuFt6VemFLmu7YPr+6UJ0Wd9jvRBjZIGst1R9nC24jDXDcS745Rfgzz+194wVwnHOqAGO82xJTdUWtaU0IUlkGTxYmyZEXYVYZGGsFYsXWlq2bAkfHx+jb1REJ7dcvXoVS5cuTdcuKjds374dzZo1E8V4MnL27Fk0atQI7733HkwGpw4x+YREFBJaFh5fiB6VeqD1qtbYf3s/tvfZjo+afCQKTMkG/celonL8n5exZjjOGTXAcc6oAY7zLKHOQfXqASNHAnSaVaOGNnVo6VKqzSH36BhG5alDbm5uosowiRk5QSeH+r25jcXjRauD4sWL52mMy17Is8OGDcOJEyfg7OwsqiVLRYCIoKAgXL58WfealJQUpKamonr16rnfIB/ImXxCLhYiPjke6y6sQ7BnMI4NO4ZyfuUsJ9eZYawZjnNGDXCcM2qA4zwTlBI6caLW6ENQ0fPPP2cHC6MuLF5ooTZQv//+uxAvjF0+t9i+cIj45qFR+6VLl7Bz507UqVNHCEIksJCAkhHqDU43fUjYuX37dq63yalDTH5xsHUQ96maVLQo2QIruqyAp9P/W6jJCllvf/xRm7Tr6Cj3aBjGPHCcM2qA45xRAxznOugUiNwqJLJERmrnDRwIzJwJBATIPTqGKVgsPgeFRIvWrVvjyZMnOd6k5fOyDSIvbpj3339fvH7s2LHicWRkJJKSksQ8jUajc7usW7dOPKZbWloa4uPjce7cOeQJloKZfJKcphXrRtUdhU09N1mOyEKQG4xawL1whTGMVcJxLmjRQnshmO4ZK4TjnFEDHOeC48e1GVQjRmhFlmrVgIMHtXVZWGRh1IjFHxHi4uKwb98+XXpPTpCAkZHY2FhRlNbT0xPu7u6ZXC8kjBgSWkgUoUK3VGCX6rcULlxYtJ+SoHQmctsQDenIAohtULqQtE5yvEjb0C+IW6RIEbFsnuAaLUw+6VetH5oWb4piXsVgcVB8lykj9ygYxrxwnAuuXgXu3weiouQeCWMWOM4ZNaDyOI+IACZNIvc+nTvRuRA1GtHWZVG59sSoHIsP/7///jtXLhUnJ6dM80io6dChQ46vdczB7vfPP/+gcePGYvrx48eiJoshOnbsKIrg6tOvX790j0mkoVSjPMFVzRkTYJEiC5GYCCxYAIwaRTu03KNhGPPAcc6oAY5zRg2oNM7T0oCfftK2bCaxhejfH5g9GwgMlHt0DCM/Fim0UBcgcpCQ+0Sqn2Is5EJ5/vy5uFWuXFm4RoKDg0X7ZhJhyM2SsaPK+vXr8eDBAwwYMADe3t7pnqOiteRGoRs5WghyufTq1QuPHj1CyZIlcevWrXSvIddL/fr18e+//2YaH80j94u+MyYrEhMTxU2/1XWGwWnvSS6mui30vjJOkyhDDh66ZZym5+nzpW04OBielsQnWl5/mv6R0BGWtmVomsZGy5NIRreM0/Q8yd60rYzT/J7y/J6ex0fj/LOruBh+ERfDzuN2TCgexjzEo9iHiEmKRUJKAs4NPo4Q/zK693To0XF8fWQuQjyKomJAFVT2q4AqvhXh5ekvz3uiW8eO2mVoe1b4PfF74vckxkqd6tT+PYHqRdH/ZA2QmmYd78kav6e8vicaW/fu2uUyvj8Tvyeb5BRoHOxhk6K9OKextxPz6H1kmk5KhsbOVryPTNP2dmLstknJSMtq2kH789k2OSX9tKODGLttSqrBaRqbhqZTU2GTmpZpWoyd0syl96E/ze8pX+8p1d4OD2Mf4m7ELYQmPMSD6PuIjI/As6RoRCVGISU1GclpKahXtB729dmVLt4Wnl2C2OfRqFqoEqoE1USwa6A4aqXbh3r00O4z9FgFx4iTR5Mx6m17HD2mPaeqUkWDBQts0LTBi/cE5b0na/yeTPqeaFuM8oWWuXPn4ocffsj3eiQHSo0aNfAjFanKgjVr1oj75s2bYyBVbMoB6h507NgxNG3aFF27ds3UUprEnEOHDmXbItcYAemLL77AtGnTMs1/OG8N4lp1g+upf8Tj+FpN4HZ0D9Jc3ZBQtT48Dv6O5EKBeF6hJjz3/obEYmWQWLoyvHatR0KFGkgqVhbeO35BXM3GSA4qDp8tyxDz0qtI8S8C3/U/IKpVd6R6+8Hv12/xtPMgaBwcxfzIHiNgk5wklo/oMwZ2zyLgtXuDmG8f/hAeh/4Qyzs8uAO30wfxrF1fON69BpfLZxDVugecblyA093riH65E5wvn4bDk0eIadwWLv8dhW18HOLqt+D3lMf3dKxtU0x69DkuxJ9Hsk1atnF1b/JsxLd/X/ee/qpnh42hm9ItY6OxQTnXcqibHILGcUVRu95oFL54kb8nfk/8nvg9mfQ9pcaOocsTSHsWg1uLDljFe7LG7yn/7ynK7O/JLvwIbteqhpBzF7X/66pVQolT55Dk4owHFcuh9NGTiPX1QVjZUih36CgiixbBkxLFUHHfITwqUxJPg4NQ+a/9CK1aEdEBhVHt979xo15NxPn5oua2P3C52UtI8PRAnU3bcbZtS6Ta26PWtj9xqkMb2KWkoPrvf+NE1/ZwiY5Bhf2HcLrDq3CLiETpY6dxrm1LeIY9Rsh/l3DhlWbwufcAgddv4VLzl1Do9l343n+Iqy/VR8C1m3CPfIob9Wsj6NJVOCY85/dkovc0plE4jsYfz/G3d+LDZwh7+7N0sbew2BpciL+gW8Yf3miQUgI1SnZAq4ceKJng/mJ/WmH1x4inNj6YeaoNVu/0hgY2cHNJxQf19qNPhyikRVXCo/eV956s8Xsyx3u61eS1HPcfJj02GrKAWBjkRiFWrlyJ4cOHC5eKxLx58zBhwgTh7qDaKVRXRWqlTNCyNJ/WQXVdHEiJy4bTp0+jVq1aYjorF4ohqNMQLb969WqMGTNGuFpKlCghniNxh+rCSAKOPpRSRG6YvXv3CmEnN46W+/fvo1KlSti/cCcCgksBqS/USzt7IOWFYplxOjkJsH2hWGacpudtbcXOr8lq2l77+dmkJKefdnDUXslITTE4LcZG06TApqUamH6hwtI6M07ze8r2PT1HEpKTYuHh6Kub/0QTjZfOa9PaDOFm6wYvey842jhiUfH5KOFeTvee5ocvwsJHC7ONRXvYo4lnYywsPh820ns10/dEn7nPxh/xtOtQ8dkr9Xuyxtjj92S692TzPB4+vy3XxrkkvKvwe2o2vALCIhwQ4JuM/UuvWcV7ssbvKa/vyTY+Ft7bV4mTCK1LwXzvad/TvcLNYPMi3VxjZyecFxobQ9MpYr+jW8bpNNofaTo5GWn0Pg1Nv/jdKZbXn3Z44fhITTU8nZYmlreh92pompwgGujeh/40v6ec35NNUhJupt7DhYSL6ODeGpoX5wC0/J9x+7A5cnOm3zd2sIO7nZv4fWRnY48WXi9jSpGJ6eKt8aUWeJKibbphiDKOpdAuzA+v1ZmE4u5lrPIYkWZjj8273TBnZSCeRmvjo33TZ/hg0BMEeCYo8j1Z4/dkzvf08FkEmg95GaGhoSJbhFGoo0Vq5Sw5QjI6QygF6OjRo2jSpInB11Mb5azqp2Rk6dKlwl0yZcoUTJ06FTt27DCqdsprr72W43uoUKFCpvmUEmUs9D71a85ER0eLe43ji1bXFPwSL3biTNO0U+YwrcnrtPiHZ3ga0rRkS8s0rTf2rKb5PaWbvpR8E788+AW/P/0dvf174/2i7+vG7odCKO5UHDawQQ23GijnUg5lnMugmFMxFHYoDFc7Ax21XrynNwPfRDe/bghNCsWN5zdwLeEazsWdw+WEy0iD1h2TghTY2NhqRRYTvidD34EG9oh6tZf2HxP9MFfY92SNscfvyfTviY7jUW166n7EQO3fE/2bl9ZpLe/JGr+nXL6nNGdXcUVWHM/14twc70mkjLw4cddt3z6rafucp/Uu1OVq2tZWKwJkMy0JBpmm7ewoic7gNL+nrN9TXGocDj07hEPRhxCeEi7mV3GtghI2JXTLlHUuK+YVcyyGQMdABDgEwNfeF662runOM1p467VAexFvi8osws2Em7j6/CouxV/CmbgziEuL0y12PekmvvG5Cb+ksyhuV8HqjhGXbjph2qIAnLmsLXtQJiQRH78ZhvpVE14spLz3pMOKviezv6dsMjUYBQktGbl27Zpuevny5ZgzZw7q1KmDDz74AJs3b9Z1/vnrr7/w1ltvoVWrVkat9969e1iyZIkQTSZPnoxff/0Vb7/9Nlq0aGFUDZXsICEou9ShfMFdh1RDqiYV+6L24efHP+NY7DHd/O2R2/Fe0Huwtfl/LGypuAUutrmPW0dbRxR1KipuDTwa6ObHpsbidOxp7I/ej71Re9Hcq3mmsb114y0xv6tfVzjbvhAA84utrbApMoxVw3HOqAGOc8aMPEh6IH6f0O+jZE1yuudOxJ5ACWet0ELQ9MjAkXnaDgk0dJNI0aTgSsIVHI4+jD1Re4TwQo6Ytr7pL8I+Snoklg12UubV/+hYW3zzSyGs/t0baWk2cHVJw+heT9C/w1O8KH/DMEw2KGI30S9QKwkg5Bjp3r27EF2oaG5gYCC+/vprVK9eXZfCkxNvvvmmKHJLThaqq/L999+jZcuWQsD57rvv8jVmGkd2qUP5gaxnjHWTpknDH0//wPyH83E78Xa65+jqCwkidDXFw+7/bc/zIrJkh7udO5p4NRG3ScGTkIr03b/2R+3HgegD4vb9o+8xPGA4Xi/0Opxs81dxn+yJUk6rvprOMNYExzmjBjjOGXMJLNsit+FsfPoOn0Q553Ko614XNd1qmm379jb2qOxaWdyGBQ5DRPxDhO7+Cp5VnKD5vyEHix4twoYnG9DFrwveKvIWghyDoAQoG2XLHk/MWe6PiCjtqeJrTaIxfnA4AvxepKgwDGMdQou/v3+6x1I6Tb169VCqVCmsWLFCFKTdsmUL3nnnHaPWOWvWLJEm9N5776F27dpiHjlZKOVowYIFQigxNv2ooBFWc8YqoRpD5CCZ92CeSN3Rp4RTCbxR+A108u0ENzu3Ah0XubOoTkvGq0US4cnh+Pze51gStkSkIvUo1EP8EMkLZDEXRcT07Y4MY2VwnDNqgOOcMTU7n+7Ejqc7oNElIQHONs5o6NEQzbyaiXTpgsbPJRD+raYiTS/On6U8w5aILSL1en3EemyJ3CJ+G70V+Bb8HdKf11gSV245YfoPhXHyojblvFRwIj4e8RgNq8fLPTSGURyKOGPPWAx3/Pjx+O2334T7ZOzYsaI4bnx8PCIjIzFo0CCjuhrRa0hgmTlzZrrnvvnmGxw/flykIKWlpWHEiBF5GjM5VypWrJin1zLq5WHyQ4y5OSadBbaOex0MCxiGJp5N0qUKyc2HwR+ig28HUUh397PdYl5YchimhU7D6vDVmBwyGfU86uVp3Xzlk1EDHOeMGuA4Z0wJ1aOTRBZPO0+09m4tRBZTu3rzG+d0sWlIwBCR+h2bFit+1/0a/it+i/gNo4uMRr/C/eBgYzkCZEycLb791Q+/7PBBapoNXJzSMKpXBN7oGAnq2M0wTO6xnLM2A5DQQSxbtgyTJk1Cz549hRBC6T5Dhw4Vwgq5TkjQoDbI/fr1y+R+0SciIgKvv/463n//feGEofoujlJvc73UJJofEBAgUovI8ULbyy3UkYgEooy3I0eOIL9QdWrGOiFbKYkqBFlSl5RZgpVlV4qrNJYkskhUdK2Ib0t9i80VNqOlV0vdfCoY98a1NzD21liEJYXlOjWOrOacIsdYMxznjBrgOGfyA/1ufp6m7UQqUcmlEqq7VkdX366YHjIdLbxayC6yGIpzSr8eEzQGf1X5S6RWU9o3QWnfs+7PQtdLXXE05ijkhq5lb93ribZvlcSKbb5CZGnTKAY7F97C0G4ssjCM1TlaTpw4gfbt2yMsTHuCRq4VShNq0KCBEEKoiG14uLaq+NWrV/HgwQPR9pgK5aampuKTTz5B8eLF03X6oU5EM2bMQFRUlBBBNm3ahKAgw7mSVOOF2i+//PLLwkFD0/Pnz0fTpk0zLZuSohU9yFHz1VdfifE9evRIiESLFi3KtDy1gSa2bt2K8+fPo0yZMnj11Vdz9flw6pD1cDL2JKq5VUt3VWN44HAhstCPB7MVVDaD4LKg9AJRPPeze5/hQvwFncW3i28XBDgGGL0uspiLfH62mjNWDMc5owY4zpm8Qqk3v4T/Irofjg4cna4T6YjAvLnN5Yhzb3tvjC06FgMLD8S8h/Ow/sl64ci59vwaBlwbgN6FeuOTYp/IMu6rdxwxfVEATlzQikAliiZh8vAwNK7JaUIMYwos8oy9Vq1aQmihzkIkbpBjRTrAfvnll0LcIJcJCSvULahZs2aiYxAJIgMHDhTzGzZsiG3btiE5ORlVq1YVwgy1caZCt59++mm6tsmGKFeuHI4dOyYK7v77779o3rw59u3bl0lsSUxM1LVenjhxohBaqLAubYvGZgg/Pz8xRhpbnz59ci20MMonIS0Bc+7PET8iRgWOElc9JKh7T0vv/7tDlERN95pYV34dNkZsxNz7c9HKu5UoppuXAor8w5yxdjjOGTXAcc7kFqoBt+bJGsSnaU/4z8SfMWtx24KIc18HX0wvNh09/Hrg09BPcS7+nJhfxLEICprYeFt8t9oPK7dp04ScHdPwVs8IDOr8FI4O/y/XwDCMFQotJFJQ22VDSMLG48ePRVef0aNH4+OPPxZCTOvWrXH9+nUhYsTFxcHX11csS+sicYWK3JIzxliKFi2KAwcOYPbs2cIJY8jRIqUV2dvb5ynFKC9w6pCy+S/uP3x4+0PcSrylq0rfxqcNyrmUgzVgZ2Mnug9R3rShgrj0/qu6Vc3y9WS99dmyjLtUMFYNxzmjBjjOmdwQlxonBJaTcSd187zsvETrZGuJc/r9s6b8GlEgl+rbUR2XgkwT2nHAA7OWFUZ4pPb3WauGMZg49DGC/PncgmFMjY1Gv9KswqChKyW1whRQylRISAj2/bQPgYUC5R4Ok4d4XRG+Al/e+1JUoSecbJzwQdEP0Me/j0XWYDE1myM2Y+Kdiejv31+8b0dby/7xxDCMeWk2qBTCIhwQ4JeM/ctuyj0cRsHsebZH7iEw+eBO4h38GPYjIlMidfNqu9VGz0I9Rb2TgqKFdwtZz2O2R25HDbcaCHYKNum2rt91xPQfAnDsP22aUPEi2jShJrU5TYgxjkdPHqH54OYIDQ1FcLBp49NasUhHi7GoSWRJx4siwYxyiE2Nxcd3Psbvz37XzaviWgWzS8xGKedSUAMPkh5g2t1pYnpl+EqcjTuLr0t+jaJORdMvmJYGu+inSPX0IXubPINlGHPDcc6oAY5zxgix4WDMQVG7RLoIRYVjexXqJbouWnOcZzyPORV7ChNuT4CrnStmFp9pEtEnNt4GC9cWwoqtPkhJtYGTYxre7BGBwV2ewslRsdfaGUYR8H89BWKTlir3EJhccPP5TfS80jOdyDI0YChWl1+tGpGFKOJQBBOCJ+gK/1J+ctfLXXEk+kim1Div3Rs4RY6xajjOtbg6p8HNJVXcM9YHxzmTHclpycLpu/rJap3IUtKpJD4K/kg5IosJ43zeg3nic4hOjcbImyNFrbs0Td6OjZSv8PtBD7QbVRI/bfYVIkvL+jHYseAW3uoZySILwxQAik4dUhucOqQ8yLUx5NoQxKbFisfutu6YWWImXvF+BWqFOhK9e/NdhCaFisd2sMPHIR+jl38vuYfGMAzDKBROHVIeqZpULHi0AJcTLovHzT2bo6tfV4P13awxdSgjMakxmHRnEnY926Wb94rXK8L9TC4XY7l5zxGf/lAYR866icchgUmYNOwxmteNM8u4GXXAqUO5hx0tSoRThxQDOVakivJlnctiQ4UNqhZZCGpdvbHCRvGDikhFKqaGTsWM0BniRxfFt334Q45zxrrhOGfUAMc5k0Px/GEBw1DCqQQGFx4sCunLKbLIHecedh74puQ3mFB0grgIRfwV9Rf6Xe2HsKSwHF8f/9wGX/1cCJ3eLiFEFkeHNIzu/QTbv7vNIgvDyAALLQqEU4eUA/3TXFR6kWjnt7b8WpRwLiH3kCwCT3tPLCi9AIMKD9LNI/vwyBsjkZAcDY9Df7DVnLFqKL45zhlrh+OcMZQupI+LrQs+CPpAUalC5oxzqtsyMGAgFpVZJFzQxMWEi+hxpQcuxl80+BrKTfjzsDvajSyJHzf6ITnFBs3rxmLHgtsY3TuC04QYRiY4dUhBcOqQ5ZOsScbztOdCYGGMgwrgUZFcykv2sffBmnJrUNy5uNzDYhiGYRQEpw5ZPsdjj2Nb5Da8H/Q+vOy9YInImTqUkWsJ1/DmjTdxP+m+eOxm64bvS3+Peh71dMvcuu+AzxYH4NBpbZpQ0cJJmDT8MVrUYwcLY1o4dSj3sKNFibAF1yIhgWX0jdEYdn0Y4lL5H5yx9CjUA0vKLkGgQyAWl16M4o4hcHhwh+OcsW7S0jjOAcxe5o/J3waIe8YK4ThnXnAg+gCWP16OJylP8H3Y90hKS4LVYKY4L+tSFuvKrxPtnokUTQpsYKNLE/p6ZSF0HFNSiCyUJjSy1xPhYmGRhWEsAxZalAinDllk+2YSWPZH78eZuDMYd3uc3ENSFA08GmBX5V2o6lYVSE2B2+mD4p5hrBaOc8GOAx7YsNtb3DNWCMe56iHj/B9P/8CaJ2uggdZEX8yxmDJrscgQ534OflhWdhlaerXEN6W+QR33uth9xB3tR5XED+u1aUJNa8di27e38XafCDg7caICw1gKVnSUUxH22va4jGXwNOWpEFnOx58Xj11tXdPVHmGMw9HWUTvh4Ihn7fqKlobz7s9FZ7/OqmqDzaiEF3HOMFYNxznULrL8FvkbdkX9v4tOa+/W6OTTSdQisRrMHOdUx+a7Ut/h7kNHjJhXGAdOamu3BPkn46Nhj9Gyfiys6eNkGGuBhRYlksqOFkshKiVKtG+mQmWEl50XlpRZonVmMHkjNRX2965jEn7B2oh12By5GSvKrkBJ55Jyj4xhTEdqKhzv30RS0VKAnba7hBpZ9mkoUtNsYGfLV2GtEo5z1WJIZOns21kILVaHmeM8IdEGP27ww48bfZGcYgsH+zQM6foU9k1mI9LNHTY2r5t8mwzD5B8WWpSIhnOdLYHolGgMuf5/kcXf3h8/lf1J5NQy+SAtFWlXj+Fc0XPiYXhyOAZcG4Cfy/7MYgtjPaSlwuXyGSQVKa7qE9BSwek7kDBWBse5akWWbU+3pRNZehXqhaaeTWGVmDHO9xx1w+c/Fsb9x1rX70s14zB5eBj+sJ2Pbx5+A0RAtILuVqibSbfLMEz+YaFFiXDqkMXUZJHShQrZF8LP5X7mFBdT4OCItFb98VNKewy6NgiXEy7jcfJjIbaQs4VbZDNWgYMjolr3kHsUDGNeOM5VyY6nO/DHsz/UIbKYKc5DHzkIgWXfcW2aUJFCyZgw9DFaN4wlKQvR96N1y06+OxlUI7ebH4stDGNJcDFcJcKpQ7ISnxqP4deH42z8WfHY195XFCpjkcVEpKbC6cYF+Nh4is+1vEt5MZvElsHXB+NR0iO5R8gwJotzPp4zVg3HuSrdLM9Sn+ke9/Trad0ii4nj/HmiDb5b7Yd2o0oIkcXBXoNh3SKwY+EttGmkrcVC9W0+LPohBhQeIF5DRYYn35mMnZE7TfBmGIYxFSy0KBFOHZIV+ofmbOsspr3tvIUYwOlCJiQtFU53r4t7H3sfLC+7HOWcy4mnHiQ9EOlaVICYYawlztXMtv0eWL/LS9wzVgjHueogEaBPoT5o7NEYPfx6oJlXM1g9Jorzfcfd0GFMCXy3uhCSkm3RqHocfpt/G+8PeAJXZ02mz3lC0Ql4w/8N3W/T8XfG42D0wXyNgWEY02GjIemZUQT37t1DSEgI9v20D4GFAuUejqpJSkvCp6Gford/b1RyrST3cKwecrP0vdIXoUmh4nFV16pC4HK301pqGYZRJs0GlUJYhAMC/JKxf9lNuYfDKJg9z/bIPQRGDzq9UGJnoRbeLQp8m/ceOWDGEn/sOaYVnOl4OHHIY7R5KeduQvQ5f3z3Y2yI2KDrUEQXqKq7VS+IoTMq4tGTR2g+uDlCQ0MRHBws93AUATtalAhbcC2iFfGnxT9lkcUcpKbA+fJpcS9R2KGwKDTs7+AvHv8X/x8+D/1cxkEyjOnjnGGsDo5zVXAt4RoeJj1MN0+JIktBx3likg0WrvFDu9ElhMhib6fBkC6R2LnwFl5tbFzLZvqcpxabilZercTjhLQEkd5+PeF6Xt8NwzAmgoUWJcImpAJnY8RGhCWFyT0MdaDRwOHJo0xxHuIUIlpne9p5ooxzGbwb9K5sQ2QYc8U5w1gVHOdWz73Ee/j+0feY+2Aubj+/DVWShzj/56QrOo4pgfm/FkJiki3qV43Dlm9u44NB4XBzyd3+Ym9jjzkl56C+e33xOCo1Cu/deg9pXGqAYWSFuw4pEXv+2goSKi426c4kBDkGYWmZpdxi2NzYOyCmcVuDT1FhXEoZou+C6rcwjDXGOcNYDRznVs2zlGdY+GghnmueU5EQ7Inag8HOg6E6chHn9x/bY+aSwtj9rzZNyN83BRMGP8ZrTWKMcrBkhZOtExaUXiA6NFIdu69KfgVbG76ezjBywmfsSoRThwqM07GnMeHOBF0h1r1Re1loMTepKXC5eBIJlWoDdpkPUZVdK8syLIYpyDhnGKuA49xqeZ72XDhZpA5DJZxKoJ9/P6gSI+I8KdkGP232waJ1fnieZAs7Ww3e6PgUo3pFwN3VNM4Tqlv3Q+kfRGFcKdWaYRj5YKlTibAFt8DssKNujkKSJkk87urXFYMKD5J7WNaPRgPb+Dij45zabb99820ciT5i9qExjFxxzjCKhOPcKqGUlGWPl+kK1PvZ++GtwLdE/TpVkkOcHzztKroJzVvlL0SWulXisfmb2xg/ONxkIotEIYdCmUQW7nvCyMWff/6Jxo0bw8fHB76+vmJ6x44dmZbbuXMn6tWrBzc3N1SqVAnbtm3LsjFMnz594O/vDz8/P4wdOxbJycmwVPjyghLh1CGzE50SjRE3RiAyJVI8przXqSFT1VXcTS7sHRBXv4XRtmVq93wh/gKOxBzBuvLr2HHEWF2cM4xi4Ti3SjZFbBJF6aUuNyMDR8LDTsUt2rOI84fh9vhiaWHsOvwiTcgnBR8Oeoz2zfKXJpQbkjXJmH53Osq5lEP/wv0LZqMMQ+3K9+1Du3btUKVKFQwcOBDR0dHYsmULOnTogNWrV6Nnz55iufXr14vpQoUKYejQobh48SK6dOmCvXv3okmTJrr1hYeHo2nTprh9+za6d+8uhJtFixYhNjYWixcvhiXCZ+xKhFOHzEqqJhXjbo/Djec3xOOSTiUxv9R89V6pKWhSU+B69gjiqzfM0WpOP+yoI9EFXEBMagxG3xyNteXXcttnxqrinGEUC8e51UEXNfZEa1tp28IWwwKGoYhjEaiaDHGelAz8vNVXdBRKSNSmCfVr/xSje0fAw63gCtSmaFIw4voIHI45DDvYoaxLWTTwaFBg22fUzUcffYSqVavi+PHjsH9hEvj8889RuXJlTJ8+XYgrJL6MHDlSOF5oueLFi4vl2rdvjzfffBMXLlzQrW/SpEm4desW5s+fjzFjxoh5LVu2FOsZMmQI6tfXFoO2JDh1iGEy8O3Db3Eg+oCY9rbzxqLSi+Bl7yX3sBgD2NnY4csSX6Ksc1nxmMSxD29/yJX2GYZhGMbEUFeh1U9W6x73LtQbFVwqyDomS+PIWVd0ersEvvrZX4gstSvFY9PXdzBxaHiBiixSNyKprl0qUkUnovuJ9wt0DIx6OXXqFFq1aqUTWYjAwEDUqlUL169r24+Tw+XJkyd45513dCILMX78eOFsOXPmjHicmJiIVatWoVSpUhg9erRuOXK20DxyyFgiLLQoETs7uUdgtex6uguLHi0S06T+zys1D8Wd/7/jMwWAnT3iazUx+uonuVe+K/WdaPtMUNeDBQ8XmHmQDFOwcc4wioTj3Kq49vyacEkQTT2b4iXPl+QekmVgZ49bxV/Ge1+FYNDHIbh13wl+XimY+e5DrPoiFOVLJso2tHeD3kUTT236BXUjGnNzDBLSEmQbD6MeXF1dcenSpXTzUlJScOXKFZQoUUI8Pnz4sLindCJ9GjZsCGdnZ5F+RJw+fRoJCQnC6aJfxoGmX375Zd1ylgYLLUokRftPjjE9x2OP66Y/KPoBWyzlICUZbkf3iHtjITFMtDJ8cUhb8GgBdj/bbcZBMkzBxznDKA6Oc6uilXcrDC08FJVcKqG7X3e5h2MRJKcASzd4ou3wYvj9oCdsX6QJ/f79LXRuEV1gtViyc/7OKTEHxZyKiccXEy5iyp0pXCCXyTMxMTEi5Ue6kdvEEF27dhWFb+fNm4enT5+KQrYjRoxAaGgoBg3SNhcJCwuDra2tSCfSh1ww5HC5efOmbjmiWrVqmbZTunRpkVJkibDQokTkPmpbMR8Ff4RPQj5BF98uGFB4gNzDUSc2Nkhzdct1nNMVm/eLvq97PP72eFxLuGaGATKMfHHOMIqC49zqqOVeC6MCR4m0FLXz7zkXdHmnBL5cUQTxyQ6oWSEeG+feweThj+HpbjkpzJT+Ts5fV1tX8Xjb021Y/ni53MNiFAp1BfLy8tLdvvjiC4PLffPNN2jTpg3ee+89Ubg2JCQEy5Ytw8cffyxSgwgSamgdjo6Z62DS/AcPHuiWI6jbkKHl6HkqimtpsNCiRDh1yGyQBa23f2/MKD6DOwzJhZ09EqrWz5PVfHDhwWjn005Mx6fFC4tsbKrlHXgZJj9xzjCKgeNc8SSmZb5arfbfR2ERdnh/ThEMnFwM10Od4OuVghnvPMQvM0NRsZR8aULZQV2HZhafqXv85f0vcTTmqKxjYpQJ1U6JiorS3SZOnGhwuaNHj+LQoUNimjoKeXp6CifVxo0bcfLkSZ1zhVKMDEHiS3x8vG45wtCykkgjLWtJsNCiRDh1yKTEp2beMdX+I0JWUpLhcfD3PFnN6Xv7rPhnqOhSUTwOcQrR5ZMzjLXEOcMoBo5zRfMg6QEm352Mw9GHOdXkRZrQsi0+aDuyFHYc0KYJ9XntKX7/9ioGOK2FbZplx3lrn9Z4M/BNMZ2GNIy7NQ5Pkp/IPSxGYXh4eAjRRLo5OTllWoZqsbzxxhviOWrTTK2ZKX1o+fLluHHjBl577TUhjLi5uSEpKcngdpKTk3XP0XKEoWVpuayekxsWWpQIiwAm40TsCbxy4RX8/exvuYfCSNjYILlQYJ7j3MXWBfNKzsO4oHH4ofQP8Lb3NvkQGUbuOGcYRcBxrmgny5KwJYhLi8OqJ6vwb+y/UDPHz7ug63slMOunwohPsEX1cglY/9UdTHnzMbw8NIqJ8zFFxqCRRyMxHeQYxBejGLNATpb79++LNKHmzZuLeVSLZcCAASJtiISX3bt3IygoSEwbcqM8fvwY3t7a3/C0HHH79m2DyxHSspYECy1KhFOHTAJVX3//1vuITInEqJujcCBK29KZkRk7ezyvUDNfVnMqjjs0cChsbfgQx1hvnDOMxcNxrljWPlmLR8mPxHRRx6Ko7VYbaiT8qR0+nBuI/h8Vw7U7TvD2SMFnox9h9ey7qFw6UXFxTsVxZ5eYjZGBI7Gy3EoEOgbKPSTGCnn48KG4L1++fKbnpMK3VH+levXqulbQ+lDLZypwGxAQoKsL4+DgkGk54tixYyKlyN3dHZYGn4UoEbbg5ps0TRom3J6AsGRtFeu67nW5TaGlkJwEz72/iXtTEpEcwfVaGKuPc4axKDjOFcm/Mf/qHCxONk6i05CjbeZildZMSiqwYqs32r5VElv3ecHGRoNerz7DH4tuoXvrKNjaKjfOCzkUwttBb6vuO2UKDqlo7Y0bNzI9d+bMGXHv5+eHtm3bCqfLkiVL0i2zevVqcd+0aVNxT0IKOWM2bNiAZ8+e6ZajbkR79uzRLWdpsNCiRPgqfb6hauv7o/eLaR97H9H6jlR+xgKwtUNisTLi3lQcjzmOLpe7YMpdbmnIWG+cK5FxA8Px6ehH4p6xQjjOFcfDpIdY82SN7nEf/z4IcNReVVYLJy+6oNt7xTFjSQBi4+1QpUwC1s25i6kjw+DtkWaVcU4XosjpzTCmoGLFikJAmTt3Lq5fv66bv337dtGNiGq3kHASHBws2kCvWLECixcvFr/RKe1o2rRpOiFG4p133hHFd/v27SvqvZDgMnDgQCQkJKBfv36wRGw0fNahGKj/OLXG2vfTPgRSLiiTJ87GnUXfK32RAm1e6o+lf0QTryZyD4sxE3GpcWhxvgWiUqPE40+LfYoehXrIPSyGYRjGhOx5tkfuISiepLQkzLo/Cw+Ttbb/lzxeQl//vlAL0VEu+HdzF2zZ4yUee3mkYmz/cHRvFWXVWfuX4y/jnVvvINgxGD+W+ZHTrhmDPHryCM0HN0doaKgQSHJi9OjRWLBggWhUQV2H4uLidLVYPvnkE0ydOlVMU42WZs2a4dKlS3BxcRHCCXUZWrNmDbp165ZunR988AHmzJkjnqf1UiHczp07Y/PmzbBEeE9SIpw6lC/FfuytsTqRZVjAMBZZLI3kJHjtWm8yC66bnRumF5uuezzj3gzcfp65mBbDKDnOGcYi4ThXFJsiN+lEliCHIPTwU8dFidRUG+zbXQXTxvcWIgulCfVo/Qx/fH8LPV81QmRRcJwna5JFncI7iXdwKOYQVoWvkntIjJXw7bff4rvvvkPNmjURGxuL1NRUVKlSBfPnz9eJLFKaEbV7JhdL3bp1hbhy5MiRTCIL8eWXX2Lbtm3C6dK4cWOxfmoXbamwo0WJjpYf/0ZgQFG5h6NIqC7LlsgtYrqmW02sKLcCDjYOcg+L0Sc1FY73byKpaCmTFn7++M7HWB+xXkxXc62GX8r/wt89Y3VxzjBqjXN2tOSP8/HnsfDRQjFN/xsnFJ2AIo5FYO3cuBaAtT83wb272poSlcs8x5QRYahe/rlqjudHoo9g0PVBYtrRxhHrK6xHeZfMRUwZdZNbRwvDjhZlosCDuCXw59M/dSKLm60bvizxJZ9oWyJ2dkgqVtbkcT4xeCKKOxUX0+fiz+H7h9+bdP0MYwlxrjRu3nPAtbuO4p6xQjjOFQP9HvKy06bMdPPrZvUiS0y0C1b+2BxffdpViCyubs/Ra+B+rPvyTu5EFiuI84aeDTGw8EAxnaRJwge3PhDtvRmGyR8stCgRTh3KE5Rz6mnnKaYnh0xGsBOrsRZJchK8d/xicguuq52rENfsoP0htOjRIpyKzdwmjmGUHOdKY9DHIegwuqS4Z6wQjnPFQA6GycGT0dm3M5p4WG9KdVqaDQ78XRlTP+yNI/9UFPMaNr2ET2atRtMWF/OmlVhBnL8X9B7KOZcT01efX8W8B/PkHhLDKB4WWpSIgquay0kr71bYWnEr3g16V/yQYCwUO3vE1Wws7k1NNbdqGF1ktJhOQxo+vP0ht3xmrC7OGcZi4DhXFFTTrLV3a1Fk0hq5daMwZk3thjU/N0VCvBOCi4Vj3Meb0H/oPnh45tLFYmVx7mTrhC9L/t/pvezxMpFSxDBM3mGhRYnY8teWVwIdA/Fm4JtW+yPCKrC1RXJQcbPF+fDA4ajlVktM30u6h89CPzPLdhhGzjhXCu2axqB7q2finrFCOM4tmvjUeNFO1dqJjXHGL0ub4ctp3RB62x8urono+cYBTJi+EaXKhuV/A1YS5+Rqej/ofd3jCXcmICpF27GRYZjco+wjgkqx4dQho2G3gvKwSU6Cz5Zl4t4c2NnYYXaJ2aJOj4utC6q4VlHFD01GXXGuFD4cFI7PxoSJe8b64Di3XNI0aVjwaIG4WevJNKUJHdxbEdM+7I1D+yuJeQ2aXBZpQs1euQBbW9P877emOH+j8Bto6NFQTIclh2F66P+7NjIMkzuU63FTMRpOHTKKFE0KBl8bjGJOxTAlZAo87bX1WRjLRmNnj5iXXhX35oLq88wrOQ/FnYuL+GAYa4xzhpEbjnPL5e+ov3Er8ZaYXhy2GOOCxlmV2/f2TX+sXdEEd24GiMdFQ56g14B/ULrcI5Nvy5rinOoZflH8C3S61AlxqXEo5VxKiHI0n2GY3KH8I4IaUbg1saD4+fHPorsM3SJTIvFT2Z/kHhJjDLa2SPE3f7eDJl7WW+yPUQAFFOcMIysc5xbJo6RH2PZ0m5i2gQ26+nW1GpElNsYJWzfUx6F9laDR2MDZJREduh1H05bnYWdnJveqlcU5pdnPKjELgQ6BqOBaQe7hMIxi4TN2BcKpQzlz8/lNfPPgG92PCKkAKmP5kPXWd/0PslhwY1K5TgRj/XHOMAUFx7nlQe6EleErheuXaOHVAqWdS0PppKUBh/ZVxLTxvXFwb2UhstR76YpIE3q59X/mE1msNM6bezVnkYVh8gk7WhQIpw5lT6omFR/d+QhJGu0/vAGFB6CWu7b4KWP5kPU2qlX3ArXgkj127oO52PVsl+hM5WPvU2DbZtSJHHFuibR9qwQeR9qjsG8Kfv/+ttzDYUwMx7nlsTdqry5lyN/eHx18OkDp3L1VCGtWNMXtG9o0oaDgCPR84x+UrfCwQLavljh/nvYczrbOcg+DYRSDdR8RrBVOHcqWlY9X4kzcGTFd3Kk43gl6R+4hMbnB1hap3n4FuslZ92dh3ZN1YnpG6AzR4pBhrC3OLZH457aIS7BD/PM0uYfCmAOOc4siLCkMW59u1bl9+/v3h6OtI5RKfJyjSBP6Z4/WweLsnIR2XY+j+SvnYWdfgMcUK4/zpLQk/PDoB2yK2ITNFTfD295b7iExjCLgM3YFwqlDWXP7+W18/eBr3Y+Iz4t/LjrLMMqBrLd+v35boBbcUYGj4GmnLZZMeet/PfurwLbNqBM54pxhChqOc8tKGVoVvgrJGu1vyOaezVHGpQyUmiZ05EB5TP2wDw78TZ0DbVC34VVMmbUaLV89V7Aiiwri/KsHX4nuVA+TH2LGvRlyD4dhFAMLLQrE2q2J+fkRMfnuZCRqEsXjfv79UMe9jtzDYnKJxt4BTzsPEvcFRYBjAD4K/kj3eFroNK7XwlhdnDNMQcNxbjnsi96HG4k3dClDHX07QomE3vHDV591wcolLRAb44IiRSPx7sTfMOitv+HtEy/LmKw9zgcXHqy7GLU1cqtIP2MYJmdYaGGsBkr9OBF7QkyHOIbgvaD35B4Sk0c0DgVvZe7k2wnNPJuJ6fDkcMy9P7fAx8CoCzninGEKGo5zy+Bu4l3ddF//vnCydYLS0oTWrmiMmVO649b1QDg5J6Fr78P46NP1KFfxgdzDs+o4p4tRE4In6B5/GvqpqG3HMEz2sNCiQGxStZXimfQcjD6om/60+KdwtXOVdTxM3lPjRPX+Ak6Ro9aWU0Km6FLNVj9ZjVOxpwp0DIx6kCvOGaYg4Ti3HAYWHogRASPwmvdrKOdSDkpBowH+/ae86Ca0/6+q0GhsUbv+NXwycw1eaXu2wNOE1BrnXXy7oJFHIzH9IOkB5j+cL/eQGMbisdFo6BDGKIF79+4hJCQE+5buRaB/EbmHY3FQKG+O3IyrCVfTKe+MwtBoxI8VYcG1sSnwzS8PW46Z92eK6TLOZbCpwiZFFwtkLBSZ49xSaDaoFMIiHBDgl4z9y27KPRxGwXG+59kes66fKXju3fXF2hVNceOq9jdvQJGnoptQhcr3zbbNFt4tcv8ilRzPyRXV4WIHkaJvC1usLb8WVd2qyj0spoB49OQRmg9ujtDQUAQHB8s9HEXAjhbGaiBHQle/riyyWAFyFpTrX7g/qrhWEdPXn1/H0rClso2FsW6stXAiw+jDcc7kloR4R6xf9RJmTukhRBZHx2R07nkEkz5fZ1aRJT+oIc6LORXDqCKjxHQa0jDl7hSkaNhlzzBZwUKLAuHUIcaaoatCPluWyWbBtbOxw/Ri02EHO/H4UMwhUWiZYawpzhmmIOA4l5edT3eKFFilmNdpmEcPlRVpQnt3VUNami1q1r0hugm1bncG9haQJqT2OB8UMAjlnLWpZ5cSLmHF4xVyD4lhLBZuX6NArLWqeV74+fHP4oDf0LOh3ENhTFhQLqLPGFnHUMm1Et4q8paosk9FA21tWJNmrC/OGcbccJzLx+3nt7Hj6Q5ooEEtt1oYUniIcP5aKg/u+WLNz01w/UqQeFw48Ble7/8PKlW9B0tHTXHuYOMg6iD2utJLxNb2yO0YUHiAuEjFMEx6WGhRImmWqegXNFfir2D2vdlIRSp6+PUQLgRL/hHBGElaGuyinyLV0wewlU/gGF1ktGzbZlSAhcQ5w5gVjnNZSNWk4tcnv4oTYaK4U3GL/X2UkOCAnZvr6BwsDo7JaNvpJFq+ehYODgr5vauyOK/uVl0UV6bmASMCR7DIwjBZwEKLArFJS4XaoVQOyg0lkYUIdAy02B8RTO5T47x2b8DTzoOg4SK0jJXCcc6oAY5zedgTtQf3krROkGDHYLTwykOB1wJIEzrxbxlsWt0IUc/cxLwadW6ie59D8C0UCyWhxjgfHzxe7iEwjMXDQosC4dQhYO2TtTgbf1ZMl3QqiWEBw+QeEmNCC25kjxGwNM7FnRO57gMDBso9FMYKsNQ4ZxhTwnFe8EQkR4iUIcIGNuhTqI/FOQ4e3vfBmhVNcO1SUfHYP4DShA6icrVQKBGOc4ZhDMFCixJReeoQ/YiY+2Cu7vG0YtO4/a41kZYG+4gwpPgFWIwF94t7X4iCb/Sjta5HXVR2rSz3kBilY4FxzjAmh+O8wNkYsRFJGm0HnKaeTVHCuQQsheeUJrSlDvbsqoq0VDs4OKTg1Y4n8Urbs3BwVLBbm+McN5/fFBekOvt1lnsoDGMxqPNooHDUnjpEIktMaoyY7uzbGfU86sk9JMbEFlyPQ39YVHctf3t/ketO7Qyn353OXYgYq4xzhjE1HOcFy8X4izgTf0ZMUzH3jr4dYSlpQiePlsb0Cb3w1+81hMhSrdYtTJm5Bm07nVK2yMJxjvkP5qPTpU74+O7HuPX8ltzDYRiLgR0tCkTNqUOkltPVGsLDzgPjio6Te0iMGSy4lOdsSbxR+A1sjtyMG89viJS1TRGb0L1Qd7mHxSgYS4xzhjE1HOcFR4omBesj1use04UoKlYqN48eeGPtiia4cjFYPC5UOAo9+h1E1Rp3YS2oPc6p+HKyRtva+rPQz7CkzBKum8gw7GhRKCpNHSIXwfTQ6brHY4qMQSGHQrKOiTEDaWlweHDHouKcUtM+DvlY93jO/Tl4lvJM1jExCscC45xhTA7HeYGxN2ovwpLDxHQpp1Ko5y6v2zcx0R5b1tbH55NeFyKLvUMK2nU5jo9nrLUqkUWg8jinzkNBjtq23IdiDmH3s91yD4lhLAIWWpSISlOHyMlyPv68mC7rXBZ9/PvIPSTGHKSmwO30QXFvSTTwaIDXfF4T089Sn2Heg3lyD4lRMhYa5wVNiaAklAlJFPeMFcJxXmDUdq+NWm61RC2xnoV6wtbGVrY0oVPHSmH6+F7YtaMWUlPtUKXGbUz5Yg3adTmh+DQhg6g8zl3tXDGh6IR0de3iU+NlHRPDWAI2Gg0dEhklcO/ePYSEhGDfT/sQWCgQauN6wnV8fu9zHIk5gp/L/oz6HvXlHhKjMsKSwtD2YlvEp8WLH7Pryq9DVbeqcg+LYRhG9ex5tkfuIVjM/6kAxwB5tv3QC+tWNsal88XEY79C0ejR/yCq1bwDpdDC2/JaYSsBOp0cdmMYDkYfFI+HBwzH2KJj5R4WY0IePXmE5oObIzQ0FMHB2lRAJnvY0aJEUq3waoARlHEpg5/K/ITV5VazyGLNpKbC8e41i4xz+vE6ushoMU3FcSmVjQvjMtYW5wxjMjjOCxw5RBZKE/ptfT189lFPIbJQmtBrnU/g45lrFCWy5BmOc1GTZVLwJDjYaOtILnu8THQiYhg1w0KLElHxiR0dyGu615R7GIw5SUuFy+UzFpsi179wf5G6RvwX/x+2Rm6Ve0iMErHwOGcYk8BxbvYipM/Tnsu2ffLEnzlREp9O6IU/t9UWaUKVq93B5Blr0b7rcThaY5qQITjOBSWdS2Jw4cFimorjzrw3U+4hMYyssNCiRFTUdYisiElpnLuvKhwcEdW6h7i3ROhqzUfBH4np6q7VUdq5tNxDYpSIhcc5w5gEjnOzciD6AKaFTsOxmGPi91JB8jjMEwu/eg2L57+KyAgP+PrFYPg7v2Pk+ztROCAaqoLjPF1h3ECHQF18Hog6IPeQGEY2WGhRIiqyJu54ugMdLnXgA7WaSE2F040LFh3nDT0bYnnZ5VhdfjXXaGGsNs4LgnFfFcGQT4LFPWOFcJybjdjUWGx/uh1RqVFYHr4c95PuF8h2kxLtsW1jXXw2sRcunCsOe/tUvNrxJKbMXIMatW9DlV19Oc7TFcZ9v+j7uu5XzrbOcg+JYWTDXr5NM3lGJalDZIf96v5XeJj8EMNvDMf68uv5pFYNpKXC6e51JBYrC9jZwVKhLkQMY+1xbm6On3dBWIQDAvyS5R4KYw44zs16ISohLUFMN3BvgGAn8xenPHeqBNavegkRTzzF44pV7uL1/gcRUCQKqobjPB3tfdqL+1d9XtXVbGEYNcJCixJRSerQ8rDlQmQhmno2ZZFFLTg4IvrlTlAaZNumGkIMY81xzjC5guPcLDxMeoh/ov8R0042Tujo29Gs2wsP8xQCy/mzJcRjH98YdO97GDXq3FSngyUjHOfpoN9CHXw7yD0MhpEdFlqUiAqsiY+TH2Nx2GIxbQc7jC86Xu4hMQVFagqcr/2H52WrAnbKOEQdjzmOL+59gY9CPkId9zpyD4dRAgqMc3OwY8Et+lku+ngxVgjHuVnYFLEJadC6m1t5t4K3vbdZtpOUZIdd22ti146aSEm2h51dKlq2PYu2nU7CySnFLNtUJBznDMMYgGu0KJECLngmB/MfzEd8WryY7unfE6VduOCoatBo4PDkkWLi/GD0QfS/1h8XEy5iRugMbvfMWGWcmwt3Vw3cXdPEPWOFcJybnIvxF3Eh4YKY9rbzxiter5hlO/+dKSbaNe/cUleILBUqh2LS5+vQ+fWjLLJkhOM8W67EX8GQa0NwI+GG3ENhmAKFZVclYm/dX9ul+EvYGLFRTHvYeWBMkTFyD4kpSOwdENO4LZRCQ4+GKO9SHlcSrgixZXPkZnTz6yb3sBhLR2FxzjB5guPc5O2cpd9HRGffznC0NW2nmyfhHtiw6iWcO11SPPb2iUX3vodQsy6nCWUJx3mW7Ivah5E3RgoH1qz7s7C4jNatzjBqgB0tSsSKU4eozsXMezOheWEjfyvwLfjY+8g9LKYgSU2By39Hxb0SsLOxw8TgibrH8+7PE90gGMaa4pxh8gTHuUk5FHNIV7uuhFMJk6aqJifZYeeW2vh0Qi8hstjapeKV105jyqzVqFWPRZZs4TjPkvoe9RHgECCmud0zozZYaFEiVmxN3Bu1F0djj4rpYk7F0M+/n9xDYgoajQa28XGKinPqQNTKq5WYDk8Jx4+PfpR7SIylo8A4NwfLtvjg21/9xD1jhXCcmwxKS939bLfucXe/7rC1Mc3P+AvnQvDZpNexfVM9JCfbo1zF+5j02Xp07fUvnJ1ZPMgRjvMscbF10bV7JuhiarKGu8wx6sC6c1CsFStNHSI3y9cPvtY9Hhc0zuSWWEYB2Dsgrn4LKI0Pgz/Evuh94gfE8sfL0du/NwIdA+UeFmOpKDTOTc3y33x07Z0HdX4q93AYU8NxbjJIVHk/6H1si9yGFKSglHOpfK8z4ok7NvzyEs6e1K7LyzsO3focRu3619nBkhs4zrOlnU87rApfhTNxZ3Az8SY2PtmIXv695B4Ww5gddrQoEStNHaJ2cPNLzUdLr5ao615XVNJnVEhqClxP/aM4C26IUwj6+PcR04maRHz78Fu5h8RYMgqNc4bJFRznJoW6C/Uv3B8D/Afkaz3Jybb4Y2stTJ/QS4gstrZpaNn2jEgTqtOARZZcw3Ge4+97/RRr+n3EKdaMGmChhbEoSjqXxILSC0SxLDowM4ySoJpCnnaeYnpzxGZRIJdhGIZhTEl+UoYu/heMzz/qia0b6iM5yQFlK9zHR5+tR7feR+DiwikdjHmo7lYdr3q/KqYjUiKwLGyZ3ENizMjt27fFeVx2t4EDB+qW37lzJ+rVqwc3NzdUqlQJ27ZtM7jee/fuoU+fPvD394efnx/Gjh2L5GTLPW5ZZw6KtWNnBzXkdDIqxc4e8bWaQKlXG0cEjsCX978UFfbn3p+LH8r8IPewGEtEwXHOMEbDcZ5vIpIj4GbnBmdb53ytJzLCDRt/fQmnj5cWjz294tC19xHUbXiNHSz5hePcKN4Leg9/PftLpL799Pgn9PTvicIOheUeFmMGvL29MWnSJIPPPXjwAMuWLUPhwtrvfv369ejZsycKFSqEoUOH4uLFi+jSpQv27t2LJk3+v1+Fh4ejadOmQsTp3r07fH19sWjRIsTGxmLxYsvsZsVCixJJsS5rYlRKlBBWuB4LI0hJhtvJfxBXu4nIe1YaVMD5l/BfRDHnt4Pelns4jKWi8DhnGKPgOM937TqqbXE/6T7a+rRFU8+motNdbkhJscWeP6ph55Y6SEpyEGlCzVv9h3ZdTsDFNclsY1cVHOdGUdy5uKjNQjGdkJaA7x5+h+nFpss9LMZMQstnn31m8Lk333wTzs7OeOeddxAdHY2RI0fCx8cHx48fR/HixcUy7du3F8tduHBB9zoSbm7duoX58+djzJgxYl7Lli2FSDNkyBDUr18flganDikRK7v0MOv+LLx28TVR4I2q6jMqx8YGaa5uio1zJ1snrC2/FsvKLENl18pyD4exVBQe5wxjFBzn+eJSwiVceX4FsWmx2Be1DxrkrqvN5QtF8fmk17FlXUMhspQu9xATpq9H976HWWQxJRznRjMycCTcbN1QyaUS2nq3lXs4TAFz584d/PTTT0JcKVq0KLZs2YInT54I0UUSWYjx48cLZ8uZM2fE48TERKxatQqlSpXC6NGjdcuRs4XmrV69GpYIO1qUiBWlDl1NuIotEVtEmsWnoZ+KqzVe9l5yD4uREzt7JFS1PFU6N/g7+Ms9BMbSsYI4Z5gc4TjPM3ThaUvkFt3jDr4dYG9j3M/2Z5Fu2PBrI5w6VkY89vCMR5deR1D/pausBZgDjnOj8XXwxZrya1DaubTJ2pMzyuGzzz6Do6MjJkyYIB4fPnxY3Hfo0CHdcg0bNhSul3379qFGjRo4ffo0EhIShNNFv4YnTb/88stiOUuEI1yJWFHqENWwIJGFoNoWLLIwZMH1OPi7uLcWUjQpSErjq4eMdcc5w2SC4zzPHI89jntJ98R0McdiqOVWK8fXpKbYYvfO6pg2vrcQWWxsKE3oHD6ZtRoNGrPIYjY4znNFWZeyLLIomJiYGJHyI93IbWIMjx8/xooVK0QRXCpmS4SFhcHW1haVK6d3gNvb2wuHy82bN3XLEdWqVcu03tKlS4uUIkuEo1yJWMl/yuMxx7EvWqtABjoEoq9/X7mHxFgCNjZILhRoFXFO+fV7o/ai86XOWBm+Uu7hMJaEFcU5w2QJx3meSE5Lxran/++60cWvS44nplcuBmHGxz2weU0jJCY6oFRZShPagNf7H4KrGwv9ZoXjPN+/lejGKAPqCuTl5aW7ffHFF0a9bvHixUhKSkqX+kNCDa2DXC4ZoflUOFdajpAEmozL0fNUFNfS4NQhJWIFqUN0QJ3zYI7u8ZigMfmuqM9YCXb2eF6hJqyBu4l3MfLGSJFX/8OjH9DNr5voTMQw1hTnDJMlHOd54kD0AUSmRIppqmVR3qV8lss+e+qKTasb4cS/ZcVjd4+EF2lCV2DLl1MLBo7zPHMq9pTo1Dig8AC86qNt/8xYNlQ7heqrSDg5OeX4mpSUFNEhiIrXVqhQIZ1zxdXV1eBrSHyJj4/XLUcYWlYSaWhZd3d3WBJ8CFYiVmBN/CvqL5yNOyumyzqXRWffznIPibEUkpPgufc3cW8NFfbpSiQRnRqNpWFL5R4SYylYUZwzTJZwnOea+NR4/PHsDzFtA5ssfx9RmtDfv1cTaUIkslCaULNX/sPU2b+iYRMWWQoUjvM8cT7+PPpc7YPTcafx9YOvkaxR/vmNGvDw8ICnp6fuZozQsmPHDty/f1+0b9bHzc1NuFwMkZycrHuOliMMLUvLZfWc3PBhWIkoPK+R6lVQbRaJsUXH5rpdIWPF2NohsVgZcW8NjC4yGg422naPKx+vxOPkx3IPibEErCzOGcYgHOe5ZlfULsSlxYnpuu51EewUnGmZa5eL4Isp3bFx9UtIfO6IEqXDMH7aRvR84yCnCckBx3meqOxSGfXc64npO4l3sDlis9xDYszEmjVrRHFbKmarT1BQEMLDw3XOlYw1XahNtLQccfv2bYPLEdKyloSyz9jVisJThzZGbMStRG3RojruddDcs7ncQ2IsCTs7JJaurPg4lwhyDEIf/z5i+rnmORY9XCT3kBhLwMrinGEMwnGe69os/8b8K6btYY8OPuk7cUQ9c8HyRS3w9YzOeHDPD27uCeg7ZC/GfbwJxUo8kWnUDMd53qCOMe8Fvad7vODhAjxPey7rmBjTEx8fj23btqF169aZUnuqV68u7k+dOpVuPrV8pgK3AQEBurowDg4OmZYjjh07JlKKLC1tiGChRYkoOHUoVZOKxY8W6x6/H/R+ujZdDEPWW69d663KgjsiYARcbbV5peuerENoYqjcQ2LkxgrjnGEywXGeKxxsHTA5eDJaeLVAS++W8HPwE/NTU22w58+qIk3o2OHysLHRoEmLC5g6ezVeanaZ04TkhuM8z9R0r4mXvV4W02HJYVgdvlruITEm5vfff0dcXBy6dNGm0uvTtm1b0XVoyZIl6eavXq2Ng6ZNm4p7ElKaN2+ODRs24NmzZ7rlqBvRnj17dMtZGnxoViIKTh2iFKGfy/6MTr6d0Nq7tTjAMkw6bO2QUKGGVVlwfR18MbDwQDGdghR89/A7uYfEyI0VxjnDZILjPNe427mju1938TuJuH4lEDOndMeGXxrjeYITipV8jA8+2YjeAw/Azd24tqqMmeE4zxfvFnlX1CMiqHFAbKrldY9h8s6ff/4p7ps1a5bpueDgYHTt2lW0faauRNQs5dChQ5g2bRr8/PyEECPxzjvvICoqCn379sXTp0+F4EKtohMSEtCvXz9YIjYa7qelGO7du4eQkBDs+2kfAqmNnMIhdwvXZmHUQkxqDF45/wqiUqPED4rfKv6Gci7l5B4Ww8hKs0GlEBbhgAC/ZOxfdlPu4TAKZs+zPbAmoqNcsGVtA/x7UNuhw83tOTq9/i8aCQcL/3Q3Fy28W8g9BFUy7tY4bH+6XVfbjm6MZfHoySM0H9wcoaGhQiAxltKlSwsxRGrVnBGq0UIizKVLl+Di4iKWpS5DVNelW7du6Zb94IMPMGfOHPE8ZURQIdzOnTtj82bLrO+jXGuEmlFw6pA+LLIwBklOgveOX6zOguth54HhgcPFNLV7nv9gvtxDYuTESuOcYdLBcW4U1Mo5LjVOlya0b3cVkSZEIgulCb3U/CI+mb0ajV++xCKLJcJxnm/eDnpb1CUiloUtw9OUp3IPiTEBd+7cwc2bN9GwYcMsl/H398fJkyeFi6Vu3bpCXDly5EgmkYX48ssvRb0Xcro0btwY3333HTZu3AhLhR0tSnS0LNmDwMLa6stKgWyA9jb2cLZ1lnsojKWTlgaHR6FIDgyBtSWeU5G3NhfaoKprVbwT9A7KupSVe0iMXFhxnOeGo/+5ICnZBo4OGtSvmiD3cBgFx7mSHS2LHi3CtefXUDNyFO5s+gD37xYW84uVeIyeA/5BydLcrc6iHS18PDcJU+9OxZona8T0oMKDMD54vNxDYkzgaFEzWumQURYKPIhTTYqdT3fircC30M2vGxxtHeUeEmOp2NoiOag4rBESGrdW3Aovey+5h8LIjRXHeW5gccXK4TjPkVvPb+Hc44fAX9/h8JnBYp6r23N07HEUjZuzg0URcJybBDpHoBbPVVyroJV3K7mHwzD5Rnln7AxsFJY6FJakrSL+OPkxZt6byXZAJltskpPgs2WZuLdGWGRh1BDnDENwnGdPWpoNVux0A767ArwQWRo2vYRPZq1G0xYXWWRRCBznpiHAMQBbKm7BqnKrUMu9ltzDYZh8w44WBaJRWFVzssQmarSV8fv49xEHUobJCo2dPWJeelXcq4FkTbLIS+Y25+pCbXHOqBOO86y5daMwfl5WD4/vhojHdkX+wztDr6BM2XC5h8bkEo5z01HSuaTcQ2AYk8FHBCWioNShe4n3sCFig5h2tXXFsIBhcg+JsXRsbZHiXwTWTpomDTue7sC3D7/FuKBxaO3TWu4hMQWJSuI8J7hGi5XDcZ6J2Bhn/LauPg7tr6Sd4fQMaDkJvdvGoYxXfbmHx+QFjnOzQaVE+UIUo1SUc8bOKDJ1aMHDBeKKPTGg8AD4OvjKPSTGwiHrre/6H6zegns05ig+uP0B7ibeFWILCS+MelBLnOfEh3OLYNjUEHHPWB8c5+nThP7ZUwnTPuz9f5GlxjJgTHkEvrQJDTzryj1EJo9wnJtHYPkn+h+8fuV1XIm/IvdwGCZPsNCiQJSSOnTz+U38FvmbmPa08xQVxBkmJ8h6G9Wqu9VbcBt4NEB1t+pimrpN/PnsT7mHxBQgaolzRt1wnGu5fdMfs6d1xerlzRAX54yiIU9QeERXoPNgwP0x2vu0h60N/yRXKhznpocaaAy7Pgz/xf+H7x59J/dwGCZP8BFBiSgkdYg6DaVBe5V+cMBgeNp7yj0kRgnY2iLV2w/WDllh3y7yNoZcH6LbX1p7t4adjTKEVCafqCTOc2Jgp6eIjbeFuys7uqwSlcd5bIwTtm6oj0P7KkGjsYGzSyI6dDsOz/qrsDRis1gmxDEENdxqyD1UJj+oPM7NQUvvlvB38Ed4cjh2P9uNS/GXUNG1otzDYphcoYwzdkZxqUNk8yM1mvCz90N///5yD4lRCGS99fv1W1VYcBt5NEItN21l/RvPb+j2Gcb6UVOcZ8egzk8xpk+EuGesD7XGeVoacGhfRUwb3xsH91YWIku9l66IbkIvt/4P++L+0i3b3pfdLEpHrXFuTpxtnTE8YLjuMV2MYhilwUd2BaIEa+LCRwt108MDh8PNzk3W8TDKQWPvgKedB4l7Vbhagt5OV9MoRZMi65iYgkFNcc6oFzXG+d1bhTDn06745afmiIt1QVBwBN77aAsGjtgDL29tweeRgSPxmvdrqORSCVVcqsg9ZCafqDHOC4LXC72OAAdtp9K/o/7G+fjzcg+JYXKF5Z+xM4pkUsgk+Dn44Z+of9CrUC+5h8MoDI2DI9RCfff6qOteF8djj+N24m3siNyBTn6d5B4WUwCoKc4Z9aKWOI+PcxRpQv/s0TpYnJ2T0K7rcTR/5Tzs7NOnxrnYuggnC3dUsR7UEucFiZOtE0YEjsD00Oni8bcPvsUPZX6Qe1gMYzTsaFEgNqmWf8W7sENhTAmZgh2VdogDJcPkJjVOVO9XQIqcKaAf2WOKjEnnBmNXi/WjtjjPith4G1Gjhe4Z60MNcU5pQkcOlMfUD/vgwN9VhMhSt+FVTJm1Gi1fPZdJZNGHRRbrQA1xLhfd/bqjiIO2K93+6P04F3dO7iExjNGw0KJAlJA6JOFoywo/kzvIehvZY4SqLLj1POqJLkTEncQ72Bq5Ve4hMWZGjXFuiHajSqJOr7LinrE+rD3OQ28XwlefdcHKJS0QG+OCIkUj8e7E3zDorb/h7ROfbtk0TRpiUmNkGytjPqw9zuU+jyBXi8S3D7+VdTwMkxuUc8bOKIKktCQWV5h8QwXl1PaDhVwtx2KOCTu5VCCXsW7UGOeM+rDGOKc0oW0b6+HA35QmZAsnShPqcgIvt/ovSwfLidgT+PXJr2jm2QyveL8CDzuPAh83Yz6sMc4tha5+XbE4bDEeJD3AP9H/4HTsadR0ryn3sBgmR9jRokAsNXXoQvwFND/fHEvDliI+Nf2VHIYxFrLe+mxZpjoLbm332viryl+YXWI2SjiXkHs4jJlRa5wz6sLa4lyjAf79p7zoJrT/r6pCZKld/xo+mbkGr7Q9m6XIQm6Wnc92IkmThN1Ru/Ew6WGBj50xH9YW55YGXcB9K/AtMd3Usyk32GAUAztaFIilKubUMSUyJRJf3v8SbrZu6OXPRXCZvBWUi+jz/5olaiLIMUjuITAFhJrjnFEP1hTn9+76Yu2KprhxVVsvIqDIU/R84x9UqHw/x9eSm+Vx8mMxXda5LMq5lDP7eJmCw5ri3FLp7NcZ5V3Ko5pbNbmHwjBGw0KLUiuvWaCbZU/UHjEd6BAobH4MkyfS0mAX/RSpnj6ALZvuGCuF45xRA1YQ5wnxjti+qS72/1UFaWm2cHRMxmtdTqBFm3Owz6bQbUY3i8RrPq+ZecRMgWMFcW7pONg4sMjCKA4+GigQm7RUWBoLHy7UTQ8PHM51Wph8pcZ57d5gsSlyBVXraO2TtehzpY+YZqwPjnNGDSg5zilN6OihsiJNaO+uakJkqVn3hugm1LrdGaNEloxuljLOZVDOmd0s1oaS45xhGPPBjhYFYmmpQxfjL+LvqL/FdIBDgGjFxjD5seBS9X41Mz10OjZEbBDTmyI2cRqeFcJxzqgBpcb5g3u+WPNzE1y/ok3nLBz4DK/3/weVqt7L1XrIzfL7s991j9v5tOOWzlaIUuNcqdB+9dezv3A45jCmFpsq93AYJktYaFEiFpY6RLVZJNjNwuSbtDTYR4QhxS9AtRbcnoV66oQWqrTfrVA3YZtlrAiOc0YNKCzOExIcsHNzHZ2DxcExGW07nUTLV8/CwSH3v71Oxp1EWHKYmGY3ixWjsDhXOmNvjcUfz/4Q09SpsY57HbmHxDAG4aOBArGk1CF2szCmhqy3Hof+ULUFt6pbVVFZn6B2hlsjtso9JMbEcJwzakApcU5pQsePlMH08b3x9x81hMhSo85N0U3o1Q6n8ySyiNosT/9fm4XdLNaLUuLcWmjm1cxg6QKGsTRYaFEglpQ6pH+AGxYwDE62TrKOh7EOC+7TzoPEvZqRWhkSix4tQoqGf8BZExznjBpQQpw/vO+DeTM7Ytn3rRD1zA3+Ac8watx2DH/7T/gWis3zek/FnWI3i0pQQpxbE+RiCXYMFtOUPnQ27qzcQ2IYg7DQokQsJHXoUvwl/BX1l5gu7FAYPQr1kHtIjDWQlgaHB3csJs7loqZ7TTT0aCimQ5NCsSNyh9xDYkwJxzmjBiw4zp8nOGDT6ob4fHIPXLtUFA4OKejQ7Sgmf74OlauF5nv9VV2rootvF7jburObxdqx4Di3RiiVmkoVSLCrhbFUWGhRIhaSOhToGIihAUPhYuuC4QHD2c3CmIbUFLidPiju1U5GV0uqxjL2fcYEcJwzasAC45zShE4eLY3pE3rhr99rIC3VDtVq3cKUmWvQttMpODia5jhLv4laebfCZ8U+YzeLtWOBcW7tdPbtjCIORcT0/uj9uBB/Qe4hMUwmWGhRIhaSOuRj74NxRcfh78p/s5uFMR0Ojv9j7y6go7qaOID/40YSQgjBgltxp0hxd0opfFixlmLFipUWKS0UKRRvKV6sSKFQirsVd3eCJSEJEeLynbkvuyQhSMLuPpvfOXv2rd/HDi+7szP34nmzTuJc7yq7VjZO8nY3+i62B0uTvzEN4DhneqCwOH/6ODNmTW6BRXMb4nlwJmTNFoI+Q7biy0Hb4ekVZpbXpAUCuJpF4xQW53pA/696Ze9lvPzrk19lHQ9jaeFEixrFK+tX7Sx2WbiahZlOfDzsH9xUXJzLpW/2vimqWmiCRaYBHOdMDxQS59HRttj0ZxX8OPpTXL+SG7Z2cWjW5iS+m/gnSpV9YNLX4mO0DikkzvWGFuDwsvMS27tCduF65HW5h8RYCpxoUSP+I860LCEeTtfOKaZFTm40T0sZlzKiJ7msS1lEJkTKPSRmChznTA9kjnNqEzpzogC+H9EBO7eWR3y8DUqWvYcxk9agWZtTJmsTevl6ifj58c/489mfCIoLMulzMwXj47ks6EdemsLA4Lenv8k6HsZSs33lGqZ8MrcO/ej7IzLbZkZnr85wt3WXdSxMg+zsEdKQW9EMqOT8e5/v4Wrripz2OeUeDjMVjnOmBzLGud8Td6z9owauXsojLntmDUW7LodRutx9s73mpchLos2TTr7RvqK9mukAH89l82nWT7Hg6QIExgWK1RlpLjsbKxu5h8WYwIkWNZKxNJE+OKwKWIV4xOOvwL+ws8ROPqAx04qPh8O9a4jOVwyw4dgiRZ2Lyj0EZmoc50wPZIhzahPavrk8dv9bVlSwUJtQw2bn0LD5GdibuIIldTVL8nm06meub7bXYgrDx3PZ0IIcE/JMQC6HXCjqxJ+VmLJwokWNZGwd+t3vd5FkIR97fsxJFmZ6CfFweHAL0XkK8wcWpl0c50KlkpEIDo2BhxuX3GuSBeOc2oTOn86P9SurIyjQVVxXovR9UcWSzTsU5nYj6oaoZCE57XKitHNps78mUwg+nsuqbua6cg+BsTRxokWNZGod8ovxw8bAjWLbxdpFtA4xZnJ29git00ruUShWVEIU1j5bK365qeJaRe7hsIziOBemDX0i9xCYBuL8/mM7zJvXFJcv5BWXs3iG4ZPOh1Gm/D1YasGf5NUsjTwawdqKp0HUDT6eM8bSwIkWNZKpdWix/2LEJsaK7Y5eHXl+FmYe8XFwvHkRUYVLATZ8iEruftR9dLrRCc/inqGcSzmsKrKKlw1VK45zpgdmjvPIaCv8vj4Lft+QBbFx1rC1jUf9pufQuMUZ2DvEwVLuRN3B9ShpxRMvWy9UcKlgsddmCsDHc8WgOVr+Df5XfEbK7ZBb7uEwneN0uxpRfayFBcUG4c+AP8W2o5UjumXrZvExMJ1ITITds6eyxLnS+Tj4wMPWQ2yffXEWx8OPyz0kllEc50wPzBjne4+7oHm/fJj3Z1aRZPmg5AOM/vFPtPzkhEWTLGT782TVLJm5mkV3+HiuCFcirqDplaYYdm8YFvotlHs4jHGiRZVsLZ8tX+a/DFGJUWK7XdZ28LTztPgYmE7Y2iGsRhPZV9dSIvrw3jt7b+PlX5/+Kut42HvgOGd6YIY4f/DEDr2/z4W+P+bGI3975Mgai5kjH6H/sK3wzhECORYJuBRxSWx72Higsmtli4+ByYyP54pAKzMGxAaI7Q2BG8SUB4zJiRMtamTh1qHQuFCsDFgptu2s7NDTu6dFX5/pTHwcnC4eF+fsVU08miCvgzQPwX9h/+H8i/NyD4llBMe58Nno3KIqgc6ZBpkwzqOirTB7lSea98+HA6cywc42EZ+3DcTWeXfRqFq4xeZieVM1S4PMDWBrxa0jusPHc0XIbJsZnbw6iW2a6oCmPGBMTpxoUSMLlyZSkiU8IVxst87SGtnts1v09ZnOJCbCOuIFl+C+Bq309bn358bLC54ukHU8LIM4zoV7j+1xy9dBnDMNMlGc7z/pghYD8mHumqyIibVGtTIv8Pesexj62TM4O8r7f6iwY2FktskMNxs3VHOtJutYmEz4eK4YNLWBg5WD2KaFA4LjguUeEtMxTrSokYVbhxysHeBq4wprWOPz7C+/4DFmFrZ2eFGlLpfgvkHLLC2R3U5KeO4J2YMbkTfkHhJLL45zwdkxAS5O8eKcadB7xvnDp3bo+0NOfDkhN3yf2sPbMxa/DH+ERd8/RIHcMVCC2u61MT7PeAzIMQD21pww1CU+nisGTW3wSdZPxHZkQiT+8P9D7iExHeNEixpZuHWoh3cP7C25F7MLzEYehzwWfW2mQ/FxcD5ziEtw34A+zHf37m68zJO+qRDHubBt/j2c/vOWOGcalME4j46xwrw1nmjWPx/2nnCFrU0ierYJwr/z7qJxDfnahF6H2qpz2eeSexhMLnw8V5Qe2XrANmlhXVGVHy9V5TNmaZxoYe+EKlrqZa4n9zAYY0naebYT5epka9BWPIx+KPeQGGPsvR067YyWA/Jh1qqsiI6xRpVSL7Bp5j0M6x4AFyduzWCMvVkuh1xonqW52A6JD8Gfz6RVUxmzNE60qJGNjdwjYMx8bGwRUf4jcc5ez9nGGV2zdTXO28KT4qoMxznTg3TE+SN/WwyYmBOfj/fB/Sf28MoSh5+/foylPzxEoTzKaBMyeB73HKsCVhlXOGE6x8dzxaG57Kwglb4t9V+K6IRouYfEdIgTLWoUZ/7SRJqtm5aODYoNMvtrMZZCXCxcju8V5+zNaHb9L7y/wJ6Se9AsSzO5h8PSg+Oc6cE7xHlMrBV+XZsFzfrmx67/XGFjnYjurYOwbd5dNKsZprg2IbL7+W4cDjuMcb7jcCr8lNzDYXLj47niFHQqiPqZ64vtZ7HPcDL8pNxDYjrEiRY1ssCnji1BW/DL419Q91JdrHu2zuyvx5iRlRUSnF0sEudq527rjiG5hsDLzkvuobD04jgXpizxwrezvcU501+cHz7rLFYT+mWFF6JirFGpZAQ2zryHET0CkMlZmRMkh8WH4VDYIbFNSzkXdSoq95CY3Ph4rkj0Q1Rbz7b4t/i/qOFWQ+7h6N7YsWNhZWWFxYtfXXb7v//+Q+3ateHq6or8+fNj0aJFaT5HcHAw+vbti1y5con7duvWDaGhoVAqrnFTIzO3DsUnxhuXjI1KjEJBx4JmfT3GUrCxRWSpKnKPgjHz4jgXth50hV+gnVhNZnh3bsPQS5w/CbDFpEXZsPOoq7js5RGH4d390byWMitYktsXsk9U/ZIarjXEHHZM5/h4rkilXEqJE5PftWvX8NNPP6FatWro3v3lYg7kyJEjqFevHuzs7NC5c2f4+/ujV69ecHJyQseOHY33i4yMRKNGjXDy5ElxXqRIEaxYsQJPnjzBjh07oERc0aJGZm4dopLYe9HSChCVMlVC+Uzlzfp6jKUQFwvXw9u4BDcDaGb9cy/OyT0M9i44zpkO4zwmFvh9QxY07ZtfJFmoTeizltJqQi1qKz/JEpUQhQOhB8S2Nax5kQAm4eM5Y6+VmJiIL774AvHx8Zg3b56oajGg6z7//HMkJCRg//79mD9/PjZs2CCqVgYNGoQXL14Y7ztjxgyRZBkyZAi2b9+OWbNmifOdO3di7dq1UCJOtKiRGT+J0H+G5EvFUtkdYxZlZYXYrNm5BDed5j+Zj3qX6uHLW18iIj5C7uGwt+E4ZzqL82PnndHqq3z4eZkXIqOtUaF4BP6acR+jegXA1UWZbUKpHQ49jMiESLFdOVNlZLHNIveQmBLw8VwVqBLtacxTuYehOwsXLsShQ4fQv39/lClT5pVqlqtXr4pKlgoVKhivHz58OJ49e4Zdu3aleJ5MmTLh+++/N15XuXJl1K1bF6tWrYIScaJFjczYOnQ8/DguRlwU28WcinFPI7M8G1tEFSvHs/en093ou2IZw+fxz7EukOdVUjyOc6YHNra471UJg3/2QffvfHD3kQM83ePw06AnWDHJF0XzR6vqS9qekD3Gyw0yN5B1PExB+HiuaHGJcVgZsBKNLjfCoLuDxI/KzDL8/PwwYsQIZM+ePUWCxODo0aPivEWLFimuz5s3LwoWLCiqXMjTp09x9+5dkVRxcXFJcV+6znA/peFEixqZsTTx96e/p1wajbPzzNJiY+C2729xzt4d/X81WOy3GDEJ/O+naBznTONi44BF693Q5AsfbDvsBmvrRHRuHoxt8++idd1Q1f34fyLshEhmkzLOZZDDPofcQ2JKwcdzRaM2vzUBa/A45rFor+YViN5PWFiYmIDWcIqOfn3CfMiQIWIC2ypVquCHH37AqFGjUiRFKBFDSpcu/cpjKdFy586dd7pfSEgIgoKUt1IuJ1rUyMo8b9vliMs4EnZEbOe2z41GHo3M8jqMvZG1DaLzFBLn7N0VdiqMeu7SfAF+sX7YHLRZ7iGxN+E4Zxr23wUntBmYD1OX50BErD3KFYvAhun38e0X/nDLpI42oeQSEhOwK+RlCXvDzA1lHQ9TGD6eK5q1lTW+yP5yKoTfnv4m63jUrnjx4nB3dzeeJk2alOb9Tp48idWrV4vtv//+G1OnThUT4tapUwdffvmlqCwyrBjk5fXqyoP03I8fPxbbb7sfMdxXSbjGTY3M1Dq0yO/lUlo9vXuKZQsZszgbG0QXLCH3KFSJPkgYStt/9/sdbTzbwMaKP/gpEsc50yC/QBtMWZINWw+6ictZ3OPwdbcAtK4TCmsV/7QXFBckVmQkhR0LI79jfrmHxJSEj+eK18SjCWY+nomHMQ/Fj8qXIi6hpHNJuYelSleuXBHLKxs4ODikeb8ff/xRJFNodSCauJYSNJcvX8bo0aPx22+/icu2ttJ3TWdn51ceb29vj4gIac7Bt92PGO6rJCr+s6djZmgdehH/AsfDjottT1tP8QWNMVnExsB95zouwc2AMi5l8KHrh2L7fvR97AhW5nJ3jOOcaa9NaMkmDzTpW0AkWahNqGPTYGybdR3d4xfBOl7dcZ7VLivG+YxD92zd0SJLyrkEGOPjufLRj8e9vHsZLy94ukDW8aiZq6sr3NzcjKe0Ei0xMTHYtm2bmIJi48aNYjlmHx8fNG7cWFxPyRGa3NYw3wrdP7XY2Fjj9W+73+tukxsnWtTIDK1DLjYu2FViF77J/Q0G5BgAR2tHk78GY+/E2gaRxcpyCW4GJV8pbIHfAp70Tak4zplGnLzkhI8H58PkxdkQEWmNMkUise7n+xjzpT/c3aw0E+dUHVgpUyUUciwk91CY0vDxXBXoR2QvW6n1ZNfzXbgTJc3/wUyPVgyKiYkRKwlR5Upy2bJlQ6lSpXDz5k3kzJlTXHfv3r1XnsPf3x+ZM2cW22+7HzHcV0k40aJGZmodcrZxRtdsXdHBq4NZnp+xd2Jjg5g8hc26upaWVXWtilLOpcT2tchrOBx2WO4hsbRwnDOVCwi2wfDp2dHlmzy4ed8BmV3j8EP/p1g95QFKFEyaHJHjnOkBx7kqOFg7oJt3N7GdiEQs9Fso95A0XfVimKg2LXFxcaKqxbDc85kzZ1LcnpCQgNOnT8Pb21tczpo1q2hXSn0/cuLECXFuuK+ScKJFjcy46hBjsouNQeatK7kEN4OoTDN5eexy/+Wyjoe9Bsc5U6m4eGD55sxo0ic/Nu93h5VVIjo0fo7tv97FJw1DUs7FovI494/1x9OYp3IPgymdyuNcT9pnbQ83G2kOqS1BW+AXI61mw0yfaMmbNy98fX1fuS0yMhK3b99GiRIlUKNGDdF+RG1EyW3dulVMgFuzZk3jdU2bNhUrFt26dct4Ha14RK1JxYoVS3OiXLlxokWNTFiaGB4fjoDYAJM9H2PvzcYWL8rVEOcsY+pnri/ma+mbvS8m550s93BYWjjOmQqdvuKEtoPzYuJCb4RH2KBkoUisnfYA4/r6IbNrgubinFZvm/BwglilJCROWtqZMa3FuZ5kssmE/2X9n9iOTYzFMv9lcg9Js9q3b4+jR4+KOVmS+/bbbxEeHo5PP/0UTk5O+OKLL3DgwAGMHTtWVLpcvXoVAwcOFHO/tGvXzvi4fv36iR8TO3bsiEePHiEqKkqsXkSrDXXu3BlKxEcENTLh1P20rvysJ7PQ2rO1+FKW3T67yZ6bsQyxtkZszrxyj0L1cwmsKbJG/EFiCsVxzlTkWbANpi71wt/7pGU03V3jMaRLAD5pEPLmbgkVxzlVs5x9cVa0GNyNvgtn61dXu2BM7XGuR52zdcbqZ6vRzKOZqHBh5jFy5Ej8888/aNGiBVq1aiUmwz127Jho9SlXrhx69+4t7jdhwgQcP34c33//PaZMmSKqVGh+wRkzZqBAgQLG56M2o59//hmDBw9Gnjx5YGdnJ+5buXJlDBs2DErEFS0qZGWi1qHohGiRyY1JjMG6Z+sQmRBpkudl7H1YxcbAY9MScc4yjpMsysZxztTSJrTin8xo0je/SLJQm1C7hs+xff5dtG/8liSLyuN89/PdIslC6rjXgZ21ndxDYgql5jjXIy87LxwodQBj84xFXkdOkJmLh4cHjhw5IhIutKzzggULRCVKr169sHPnTlHNQhwdHbFv3z788ssvqFatGpo1a4YdO3Zg0KBBrzznV199hYMHD6Jt27YiwUJJmkOHDhmXeFYarmhRoUQTtQ79HfQ3AuKktqEGmRsgv2N+kzwvY+8j0cYWYdUbi3NmOnGJcWJ5Q6YMHOdM6c5cdcSEX71x9a60CmGJQlEY09sPZYpGaT7OqU3ov7D/xLajlSNqur2cJ4AxrcS5njlZS1/ymXllzpwZP/zwgzi9iY2NjWgXotPbVK9eXZzUgI8IOm0dik+MxyK/RcbLn3t//t7PyZhJWFsjziuH3KPQDJqDiSbE3RS4CZs+2ARPO0+5h8QIxzlTqMDnNvh5mRf+2pPUJpQpHoO7BKBdw7dXsGglzveF7EMc4sT2R24f8Zcypsk4Z4yZF7cO6bR1iNaPvx99X2x/6PohSrlIy8EyJjcqvc2y7jcuwTWRJX5L8Lvf76J6bUXACrmHw5JwnDOliY8HVv8rrSZkSLK0rf8c2+bfRYcmGUiyqDTOqY36YOhBsW0LW9R1ryv3kJjCqTHO2ctFQehzUveb3ZGQmMaE3oy9B65o0WHrEE0wlHzt+ORLwTImNyq9DWnwCZfgmkjXbF3xR8AfYnb9VQGrxP93FxsXuYelexznkiUTfBGfYAUba2kuDCaP89cdMf5Xb1y5LbUJfZA/CmP6+KFcsXdvE9JKnFOSJSoxyvhDlLutlHRiTEtxziTD7g0TFWxkT8geMZUCY6bCFS06bB2ivuNLEZfEdnGn4qjuqo4+N6YT1taIz+xp0tW19IxWEmvu0Vxsh8SHYH3germHxAjHuVAgdywK54kR58zygkNt8N0cb7QfllckWVxd4vFdbz+sn37/vZMsaozz2IRY45cuK1ihfub6cg+JqYHK4py9ZFjqmSx8ulD8GM2YqfARQYetQ9RGYEC/bvPqJExJqPTWc9VsLsE1oZ7ePY3bS/2WiuoWJi+OcyZ3m9Ca7e5o/GV+rNuZWVzXpl4Its27i07NnmeoTUgLcX7qxSmExoeK7XIu5ZDNLpvcQ2IqoLY4Zy/RHExFHIuI7fMR53H6xWm5h8Q0hBMtKvQ+pYmXIy7jaNhRsZ3HIQ8aejQ04cgYe3+JtnYIbt1dnDPTKORUSCxPSp7EPsHWoK1yD0n3OM6ZXC7edET7YXkwbl52hITboGi+KKz66QEmDXyKrB7xuo7zypkqo2e2ntLno8z8+YhpM87ZS/Rjc/IpFH5/+vLHaMbeFydadKagY0GM8RmD3Pa50SNbD17ulSlSop293EPQnOQfJGjFMS6PlR/HObDlgCvW7XQX58y8gkOtMXaeNz79Og8u3XJCJud4fPO5HzbMuI/yxSPN9rpqinMbKxtUyFQBI3KOEMkWxrQY5yylJlmaIKd9TrF9IPQAbkTekHtITCM40aJCVvHSkoMZ4WjtiI5eHbG9xHa0zdrWpONizFStcWL2fhOsrsVeoi8PVApPbkbdFB8mmHw4ziXTlnrhuznZxTkzj4QEiGQWrSb05/bMSEy0Qqs6IWI1oa4tnsPWRG1CWopzbqlmeohzJrGzskO3bN1S/BjFmClwokWFTDGrOVWy0IGFMaWh0tugdr25BNfMVS3JVx5jlsdxzizh0i0H/G94HpHMeh5mi8J5o/HHxAeYPPgpvEzcJqTmOI9PNP+/BdMutcQ5e722nm3hbiOtMEbt1U9insg9JKYB3DfCGFMcmlCOP7CYHs3TUsChAJ7HPxerjdGXCyqVZ/LgOAe+7haAqGhrODokyD0UTQkJt8bMFVmxeptUweLiFI8BHQPRqVkw7Cz8yU8NcU6J5wQkoL57fRRyLMQVLUyTcc5ez8XGRVT8z386H3GIwzL/ZRiZe6Tcw2Jm8ssvv2D16tXw8vKCk5MTXF1d4e7uDjc3N3FuOBkue3t7I1++fOl+HU606KR1aMHTBbgffV/My1LQqaBZxsWYKVDprcemJdKvQ9zzbFLWVtaYXWA2cjnkEm2ETD4c55IWtcLkHoLm2oQ27nUTrVjBodJHvOa1QjGsmz+8PS1ftaGGOH8a81SsNkJ8o30xIc8E2IAT0Exbcc7errNXZyz2WyyWdueqf20LCQnBhQsXRBLlxYsXiIiISHPuwuRJ97p162LXrl3peh1OtKhQejPmkQmRWOK/BMFxwdgctBkHSh5AFrssZhsfY++DPqQEdhwg9zA0ixOtysBxzkztym0HfP+bN85dcxKXC/lE47sv/VCllPkmutVCnO8J2ZOi6o+r/JgW45y9naedJ2YWmIkyLmXgYesh93CYmVWqVAkHDx40XqZkCyVdwsPDU5wHBQVh2rRp2Lt3Ly5duoSSJUu+82twokWtP1mlw9+Bf4skC6HlCjnJwhQtIQE2ocGId/MArHkaKaZRHOfMREKpTWil1CaUkGAFZ6cE9O/wDF1aWL5NSG1xHhIXguNhx8W2o5UjarjVkHtITI0UHufs3dV2ry33EJhMnJ2dxYnaiVK7evUqTp06hYsXL3KiReusEt69/JfmYKBqFoOe3j3NNCrGTNca575rPYJbd0eiNZfgmpNfjJ/oQ+7m3Q3Z7LLJPRxd4TiX3Hloh/gEK9hYJ6JAbl6xIz2oynlTUptQYIj0ca7pR6EY0SMA3p4ZX51QT3G+P3S/mI+BUJLFyVqqBmJMS3HOmN7NmzcP0dHRyJMnD+zt7XHjxg0EBwfj0KFDyJw5s0iu0Dwsr5ufy9HREbVr1xaPTw9OtGi8dWjP8z1ibhZS1bUqijsXN+PIGDNNCS71OTPz2h68HcPuDUNsYqwolR+aa6jcQ9IVjnNJ9+984BdoB2/PWBxYckfu4ajG9bvUJpQNp684i8sFckfju97+qFomAkqi5DiPSojCodBDYpvmZKnrXlfuITGVUnKcs4wLiw8TUy50yNqBWwpVbu3ataJNKHUihZInBra2tiKRQhUr1atXR/369VG2bFlx2/Dhw8UpvTjRovHWocX+i43bNBEuY4qXkADbQD/EeXpzCa4Zlc9U3ri9OmA1emfvjUw2mWQdk65wnLMMCHthjdmrPLFyq4eoBHJySEC/DoHo2jII9kqcu1HBcX407CgiEqTEVKVMlZDZNrPcQ2JqpeA4Zxmz4dkGTHo4CeEJ4chqmxWNPBrJPST2Hj777DO0atVKVLOQf//9F9euXUPv3r0RGhqKsLAw3L9/X7QI/fPPP/j7779FUqZUqVIYNWoU2rdvn6HX5USLhluHzoSfwbkX58R2Ecci3HvMVFOC63pkO54368QluGZErUKts7TGusB14oPE2mdr0cObk7GWwnHO0tsmtGW/G6Ys8cKz59JHt0bVwjCypz9yeCmjTUhNcU5t1XtD9hov189cX9bxMHVTapyzjPO29xafjQzLv9Mcl7zsu3p17949xeWnT5/C398/zSqVmJgYnD59Ghs3bsTixYvRsWNHsRz0kiVLUKxYsXS9LqddNdw6tMhvkXGbvkDxAYKppQRX9DnzEolm19375R+e5f7LRRsRswyOc/aubty3R5dvfDB8Rg6RZMmXKwYLx/ti5sjHik6yKDnOz7w4g6C4ILFdwqkEctrnlHtITMWUGucs46q7VscHTh+I7YsRF3Eq/JTcQ2ImlJCQAOvXVJ9R1UvVqlUxZcoUPHjwQCRjTpw4gcqVK2PNmjXpeh1OtGi0dehO1B3jrzXedt5o6tHUAgNjzAQSEmD3+H66V9di6VfAsYBYzpQ8jX2KbUHb5B6SfnCcs7cIj7DGpEVeaDMwH05ddoajfQIGdwnA5ln3UKOcsuZiUVucu9m4Ib9DfrHN1SxMq3HOMo5+nE5e5Zt8Kgamfj/++COOH5dWnHuTmTNnwsPDQ1S3REVFiUl004Nbh9ToHVqHnsU+Qx6HPGIi3K7ZusKeSxmZWsTHweXsYTxv2A7guDU7WolsX8g+4weJFllacPWbJXCcsze0CW096IrJS7IhIEj6mNagahhG9fJHToVXsKglzos6FcXXOb8Wn5HyOuSVezhM7RQa5+z9NPZojJ8f/Sx+iKLPSfQjNv1AxdTp0aNHGDBgAFxcXMTEt+/yWZeSMdRKdPPmTdE69PHHH6frNTnRokbv0DpU2bUy/i3+r1h1qKpbVYsMizGTsLMXfc7MMiq4VEBp59K4EHEB1yKv4VjYMVRzqyb3sLSP45yl4dYDe3z/mzdOXJRWE8qbIwbffuGHjyqopIJFRXFOH7LzOeaTexhMCxQc5yzj7KzsxI/VUx5NEZeX+C3BhLwT5B4Wy6Dw8HBs2rTplb8DifTrxhuuo8uBgYHo1Cn9/8e5dUiN4t9tMlxaiqyhR0O42riafUiMmUx8POwf3HznOGemLY9NPrcTMyOOc5ZMeISVmOi29cB8IsniYJ+AgZ0CsHn2PfUmWQjHOdMDjnPN+jTrp8hkLa3IuCloEwJiA+QeEnvPz7w0P4vhRAkVWn3IcPnKlSvifobLDx8+FPehpaEzghMtapTIPaBMwxLi4XTt3Du1yDHTaJC5AXLb5xbb1yOv43ncc7mHpH0c5yypTWjbYVc065cfizdmQVy8FepVCcPWuXfRp30QHOxT/tKmOgqLc5q7jo5xqX/BZExLcc5MJ5NNJrTPKi3tSwsGrAxYKfeQmBmlbifKmTMnsmfPjgMHDmTo+bh1SGOtQ8dCjyGrXVYUdips0SExZjJ29gihPmdmMVT9NiTnELxIeIGWWVrCwdpB7iFpH8e57t15aI8Jv2XDsfMu4rJP9hiM/twftSu9gGYoKM6D44LxV+BfSEACijsVR/8c/eUeEtMKBcU5M70u2bpgmf8yxCEOfwf+jQE5BojPTUwfypUrh23btoklntOLEy1q9JrSxPjEeHz34Ds8jHmImm41MafAHJ4El6lPfDwc7l1DdL5igA3/IbOUpll4ZTKL4jjXrReRVvh1rSeW/p0FsXFWsLdLwBefBOHzthqoYFFwnNNklpRkIbRYAGNajHNmetnts4tki7utOzpk7cBJFhVLTExEz549jVWNVMEyatQouLu7i8shISHivEePly31d+/exa1bt8SpUKFC6Xo9TrRoqHVo1/NdIsliSLpwkoWpUkI8HB7cQnSewvyBhWkXx7nu0Oe6HUcz4adF2fD0mVSZWrtSuKhi8ckeC01SSJxHJkTicOhhsW1rZYvabrVlGwvTIIXEOTOfEblHyD0EZgKUWFm9ejXs7e1hZ2eHLFmyvDL/Cl23ZcsW42VadYisX78eI0eOTNfrcaJFI61DlJlLPoklLdnKmCrZ2SO0Tiu5R6F7T2KeiIm0qT+ZmQHHua7cfWSHHxZ448hZqU0oV7YYjP7CH3Ura6hNSMFxTkmWqMQosV0lUxW42brJPSSmJQqJc8bY6xUtWhTxGZiw+uzZs6hQoQJWrVqV7kQLT4arRmkEyanwU7gYcVFsf+D0Aaq68pLOTKXi4+B47aw4Z5bnG+2L4feGo8GlBlj7bK3cw9EujnNdiIiywow/sqLlgPwiyUJtQn07PMPWufe0n2RRSJzHJcaJtiFiBSvUd68v21iYRikgzpllhceH86TaOlGqVCksWLBAzNOSXhmqaPn7779FyY2trS1sbGxgbW0tTqkZlkai7FFcXJwovWnVijO+7y2N/9jJq1loqdbUsyYzphqJibB79hRRhUrKPRJdikmIweagzWJ7uf9y0ZdsZ/X6CbhZBnGca/7P9O7/MmHSwmx4HCD9/6lZQWoTyptTo21CCo1z+iHqeby0klop51LwtveWbSxMoxQQ58wyHsc8FhPjrnu2DgsKLUDFTBXlHhIzM8p39OrVK2OPzciD2rRpk+4v8pT1o8dkpGSHpWKb8m27FXkL+0P3i+0cdjnQ2KOxTANjzARs7RBWo4nco9Ctgk4FUce9jvgF+GnsU2wL2oaWni3lHpb2cJxr1v3Hdvjx92w4eFpqu8vpFYtvPvdHvSrh0N1vIDLHOX323P18d4ql7BkzOT6e68apsFMi0UIW+y3mRIsKbdmyBQEBASkmvDWXDM/RMmDAADRo8PIPlq+vL/r27Zti8hj6A9eyZUt89dVXKe7L3lOqZNVS/6XG7a7ZuvKvz0zd4uPgdOU0IotXAGx4Gik59MjWw1hqv9h/MVpkacFVcqbGca45kdFW+H19Fvy+gVYTsoadbQJ6fhyM3u0C4eSg0xJzmeP8SuQVPI59LLbzO+RHQceCFh8D0wE+nutGkyxNMP3xdPFD1N6QvbgTdQcFHAvIPSz2DqjYgzpxdu3ahRs3bohEy+PHj0WewtHRUXTrvA59Bs6XLx+GDBkCFxdprrV3keGjQenSpdGsWTPj5evXr4tBJL/udfdlpmsd8o/1x99Bf4ttmriyXdZ2Mg6MMRNITIR1xIs0W+SYZdAvNFRiT/M+XYu8hmNhx1DNrZrcw9IWjnOhWc0whIZbwy1T2qvpqQG9hftOuIgqlkf+0ge16uVe4Nsv/JA/l47ahBQY51cirhi3uZqFmQ0fz3WDfsymH7WnPJoiLi/xW4IJeSfIPSz2Ftu3bxdJkm+//VYkVRwcHMT1YWFh+Ouvv8REuYQSMJRQoaQLTXly7949FC5cGFFRUXj06BFCQ0MxdepUmCzRQk9M60Y7OTmJHiXDr5pBQUF48OCB8X704obKFp4cyHKtQ5sDNyM2UfogR2u78wohTPVs7fCiSl25R6FrdJynlcsG3R1krGrhRIuJcZwLw7sHQM0ePJHahA6ckv725sgai5G9/NGwqg7bhBQY5/TjU/lM5XEy/CRKO5eWbRxM4/h4riufZv0U857MQ3hCuPixe2DOgchql1XuYbHXoHliKclCuQtDVQudkn/mvXr1qtimOWdp0tsiRYrg2rVrKFGihDgnn3/+OS5cuID0eGuihSpVypUr90rZ+IgRI8QpOUqwUBYoOS43N2/rEE18m98xv+gX7OzVWdZhMWYS8XFwPn8MEWWqcgmujOpnro/c9rnxMOahWBr1esR1FHWWMv7MBDjOVS2K2oQ2SG1CMbHUJpSIbq2C0Kd9IJwd+ccmJcU5tQtxyxDTepwzy6EftSnZQj9CxSTGYFXAKnyV8yu5h8VegwpF1q1bBx8fH7i5uWH06NEpEi2pGXIXqXMYU6ZMgYeHR/pe+213yJEjByZOnCjKbAyDGjhwIP73v/+hatWXSwg/ffpU3G/WrFkpEi/U98TMx9rKGvUy1xMnxhgzFVsrW3TL1g0/PPxBXKYPFJPzTZZ7WIzJbv9JqU3I96nUJlStzAt829sfBXLHyD00xhhjFkDtQ7QyYxzisDJgJT7P/jmcrJ3kHhZLw7Nnz/Dbb7+JdiA7OzscOXIEgYGBGDNmjDgnY8eONXbk/PLLL/D09ExxG62iTJUx0dHRmD59Ot6VVWIG+nyorGbhwoUpZus1lNekXlUorfuyjHn48KHIxu1fvB/Zs2aXeziMMY2LiI9AnUt1EBIfAlvYYnfJ3chuz8cepk8Pn9ph4kIv7D3hKi57e8ZiVE9/NKrObUJKsPf53hTz13nZenFVNUu3upm5BYi9mxH3RhjnyfzO5zt08uoELXv67Clq96gtpgnJnTs31OL27dtinhVCiRZCiRMqIqE0SGRkJJydncX1L168ENv0t8NwG02fQtuUaKFTelZQts7ooGmCmIiICOOJBkLoPPn1qe/LTCAuTnwBYkyT4mLhcnyvOGfycrZxxv+8/ifK7sfnGY8stlnkHpJ2cJwLTfrkQ4X2hcS5UkXHWGHeGk80659PJFlsbRLRs00Q/p13F41rcJJFaXH+Iv4FJj2chJ8e/YSz4Wct9rpMx/h4rkvds3U3bi/1W4r4xHf/As4sp2DBgiIXQckVqkgZNmyYWBWZJsI9deqUuA9t04mcOXMmxW3h4eEiAUOPpURLemQ40dKvXz+4uroaTxUrVhTZnkyZMqW4PvV9r1x5OQM8yxgqQepyswt63uyJI6FHePJhpi1WVkhwdhHnTH59svfBlg+2oG3WtrC3fv3SdyydOM6FiChrvIi0EedKdOi0M1oOyIdZq7IiOsYaVUq9wKaZ9zCsewBcnPhvrxLj/GDoQUQnRsM3xhc3om5Y7HWZjvHxXJeKORdDNddq8LLzEnO2xCWm70s4s+w8LQaUcKHEC0mr6vF1c7S87ro3vm4Gxorvv/9elN7QnC2GlYioRYjODaU2yU+GUpvY2Fhky5YNcjFkoqgEiMb7NjR2WnWJ9vNNa2tb2tmoC7gccVlsB8cFo1oxXg2EaYiNLSJLVZF7FCyJg7W0BB4zMY5zIV/OGLg6J8Azs7I+oD7yt8VPC7Nh13/SD0ZeWeIwsoc/mn4Uxt+lFBznsQmxOBB6QGxbwQr13Hn+OmYBfDzXrUl5J8HD1oN/iFKR2NhYY6LF8H2flmymc8pjLFiwAF5eXggIkFZFNNxG6HaqiDFLouXXX3/Fzz//jJs3b75y2+zZs1GnTh0xTwvN5vvkyRMsXrwYSvLHH3+IpZnSa8mSJejWrdtrb9+7d6/Y99RZLkrSnD59GlmyZEGxYsVM1iu8JmAVYPNy1SHuQWaaEhcL1/92I+zD+mLJRMY0ieNcWPbjQyhJTKwVFm/0wK9rPREVYw0b60R0bRmMfh0Ckck5Qe7hqY+F4/x4+HGExoeK7XIu5XjJVWYZfDzXLW97b7mHwNKJpjmhZAsxFIuMGzdOFJG4u7uL7/2GwpHMmTOLxX6oCoYeQ6f0JFrSVatLc6xQAiUt33zzjXFtaZqp9+jRo1CaZs2aiXFdvHhRrJdtOFHyiOzevTvF9efPn8fx48fRtGnT1z7n2bNnUa9ePVSqVOmVvi1aialGjRr49NNPTZoMOREu9YzltM+Jxh6NTfa8jCmClRViabJnTiAqDlXSfX33a2wN2ir3UNSP41xxDp91RosB+fDLCi+RZKlUMgIbZ97DiB4BnGRRQZwnJCZgT8ge4+X67vXN/pqMCXw8ZyxNZcqUMXa8JD/Vrl07xf3+/fdfVK5cGS4uLihevDi2bNny2oVhOnbsKCpOKN8wZMgQY9LkXfXv3x+DBw8WiZQiRYqI7+80B8v27dvFvCy0ShFVs4wcORIrVqxAcHAwQkJCRB4kva/1ThUtVF5DrTMODg7GFhraURooXUetNXSfuXPnin+Ye/fuiRMtAU0ZIEMvFA2O/iEtzTAZL7UMffDBB6/cTtkqQm9a9uxpr6jx/PlzsfZ26pYjynqR7t27i/ln6HZDH9ijR4/Eed68ecWqTAY0WzGNh5Iz74OWXqUlWBnTFBtbRBUrJ/coWCpXI66i7bW2Yvt21G009WjK1XTvg+NcMZ4E2GLSomzYeTSpTcgjDsO7+6N5LW4TUlOcX4q4BL9YP7FdyLEQ8jkqd4JlpjF8PGf03Tj6oVjyuYNXBxRwLAC9i4qKEt+NqSDhww8/THFb/vz5jdvr1q1D+/btkTVrVvTq1Us8pk2bNti3bx8++ugj4/0o+VGzZk2RY/jkk09Exwh129BktdTu864oqdK6dWuRPKG5ZZNPjdK4cWN89dVX4jIVW1y/fh1NmjTJ8L/BW7+lP3jwQCQEevbsKRImhkQDld3QPwAtgUTXUTaIkgn37983zsdCt9NtlFigZEd6Z+o1FfrHHzBgwDtl3d6EWqYKFSqU4g1ftmwZcuXKJVqSKANHS0iltnXrVnFK7X0msXWzcUNbT+lLD2OaEhsDt8PbEFqjCWDHPa9KUcypGEo5l8LFiIu4GnkVx8KOoZobzw+VYRznsouJBZZtziJWFIqMltqEOjcPRv//BcLVhStY1Bbnu0N2G7e5moVZFB/PdY+Wl+9/pz8SkICoxCh8n+d76N358+fFd/8vv/xSJEbSEhoair59+8LDwwMnT54UxQmkefPm4nGXL0tzkhKamuTu3buYNWuW8Xs9JXEoSUN5iipV3m2eJCq8MJxT4QNN80GVNDQWKpIwdOjky5cPu3btwrlz50Qew3CipJFhOWiTJFoowzR58mRxmSpaqI+J/sEoE2RA/0Dz5s0TbTLUMpMzZ06sXLlS/AMoxYkTJ0QFDiWMDKiK5Z9//hFvJt1OKyNRBs6A/uGpCmfQoEGv/KOOHTtWvClUWkT/LtRGRM9PFS2UYNq/f7+Yu2XKlCkp+rno+ZO/RkZ0yNoBLjYu7/UcjCmStQ2i8xQS50w5qHqF5oQafHewuLzYfzEnWt4Hx7nw9c85EBxqAw+3eEwbmnZrsjkcO++M73/NhruPpMmeKxSPwJje/iiaP9piY9AFC8X5hRcXcCvqltj2tvNGSeeSZn09xlLg47nuVXKtBCdrJ7xIeIFNgZswMMdAeNp5Qs/OnDkjzsuWLfva+2zatEm06owfP96YZCEjRowQ1SuU5KDH04I21MZToEAB0VFjQPkIum716tVvTLQMHz5cJFHo/jly5BDXUUeOr68vatWqZazQPnbsGKZNmya2DZPjVqhQIcVlmoKEiitMkmihOUYom0Rzs1BiYenSpSKTNGHCBDHBK/VJderUyTgAQu03VIpD5TZKSrRQUoWWoQ4MDDReR3Ox0MQ3htu//vprbNiwwXg7LU1NjzFU8RjQG//777+L7apVq4pzStLQvxOVJBF6Iwgldm7dkj4AEEpcGdqVMsLGygads3XO8OMZUzQbG0QXLCH3KFgaGmRugNz2ufEw5iEOhx7G9YjrKOpcVO5hqRPHuXDykhP8Au3g7Zm+vueM8gu0xU+LvLDtsJu47OkeJ5ZqblUnlNuEVBzni/0Wp6hmsbZS5nLhTKP4eK57rjauaJ+1vfgRKiYxBisDVuKrnFILil6dPn1aFGIULFjwtfcxzOnaokWLFNfTd2tHR0dRtECJFipmoO/hVOmSvG2dtqmoge73Jv7+/uI+lJAxPJ4SKtSitGfPHlHdQjmAatWqGfMahuqVVatWiSSQYRoUqnR5V+/8l4iyP6VLlxYD8fPzw+bNm0VLES15RO00YWFhKRIY1HtlKL2RG70pNHeMt7e3aG2isRpORYsWNbY00Tlly5LfPn36dLRt21a0Dfn4+Ij70RvduXPnNFuh+vTpg8KFC4uToceLKl4M19GJKn3eR0P3+shmJ98y2YyZVWwM3HeuE+dMWWhOqM+yfWa8vMRfmqOKZQDHucXbhBb95YEmffKLJIt1UpvQtvl30bouJ1nUHufdvbuLVYbcbdxROVNls74WY6/g4zkD0CVbF9gm1TBQoiUy4eUP9FpC34+po8NwomqTtJxOasmpW7eumOeUki6UUKHrDSinQF0gtGpxctQdQsmNO3fuGO9HKBeRGiVyqKXoTahQhCpaaI5Z+m5PxSFURUNzt86ZM0cUSVDBBOUKaCoROlGeg/IfdBslXKjChgpI3rVtKEOrDlGSgZY/ohV8aNA0YKr6yJ07d4r5S+iyXHOypEaZJ0q2UJKIKm3oH9JwouQQVaHQPyTNJUOT4CS/nWYzpnPaN8NEwF988YWo8kk+kY8BvQa9SfQGpj4ZVmwy9Ia9DQVu8kCmwCYdMifNzRIfJ51IXGza23TQj49PezuphcrqTdtUpUSlUqm3SULCa7eNf2zo9dLcjpPGmdY275O+98naBpH0yxD9IqmVfdLQ+9TWrQXcbaRqgK3B/8Av+qnq90mW9ykxEZGFS0ql5lrZp4y8TwZUEGumffrvvCPaDMyLqUuzISLKGuWKvsCG6ffxbc8ncHOI0l/sWXKf4uMRWbSMOJ6bc5/KOJZAb88eGOczDvaJ1uJ1iXVc/Gu242CVNMbU24axW9PqEq/bTtqPV7aTxv7a7aTPxVav246PF+NMa5v3yXL7lO7/TwkJiCxWVnoNPkbodp9y2HqjaRZppdqQ+BBsfPaX9t4nQLTNUDeI4TRp0iSkRlNkXL58WeQJ6PssTXJLk8ru3LlTVI3QfCyEvt/Scxi+YydH1z9+/Nh4P0P3SVr3o9tpUty3oalNDK1ClHj5888/RSKlQYMGYj4WqnxJnUM4dOgQMipdiRYqqTF82TegxMXMmTPFJLANGzY0Xr9mzRosXLgQSpN8+WY6UYXLDz/8IJIgNIvx8uXLU9z+3XffpXg83Y/eCKqEoXW1U6N+L8q6pbWUlaEnLPXKRa9DgZs8kA39YHUz2aBoi6Io6vRQOtG2zR0UzRwgbcdeQVHvUGn7xTkUzRMlbQcdR9HCidL2k4MoWsJObBe5twtFy2eStq//g6JVPaXtCxtQtHZOFG2UX9pulF9cFtv0HFU9pfvTdvlM0vPQNj0vPT9t0+vR69I2jYPGQ9s0PhonbdO4afy8T7xPtE+tiyP/8/MoWs9HO/ukofep3K296F+mhzgWxSbGYavTRtXvkyzvk2cQ8uezFvGumX3KwPtkayN9cLNNiDH5PmU6uR/jVxdFt+/y4vZDR9DnsyU/+eFUv6VoPTCffmPPkvt0eRPyd62Fok0LmX2fykU9RcEPC6JsXKA45a6cW1xX2jpUbFcI8UVJx0ixXTngLoq7xortDx/dQFFPiO1qdy+jSA5bsV3jxnkUyusktmteOoUChd3Edu0zx5CvhCfylMsutumcLtM23U73o/vTNj2enoe26Xnp+WmbXo9el7ZpHDQe2qbx0Thpm8ZN46dt3ifL7VOG/j/Z30f+fs1RNNMTPkbofJ++b/dyEtyV4StR8MI6zbxPBat6i/2iVYFonlbDadSoUa98h6XvyzVq1MDs2bNFexBVkVALDrXv0JQa1O0h/vbb2r62QoSSL1TkYbgfSeu+hiSN4b5vQ0UjVABB46DWIVrWedu2baL6hipvkqNuFmpbyiirxPdZ+kblqE+LZjqmbBWto71jxw4xcS1l3d6UDDly5IiYh4YSMVQCRasrGdYDp5Yiep60sl802Q8tU0VLQnfr1u2t46MMYPJyLMq8UbLF9/p15C5ShHqdpBso+CgTT7XPqbdjYkTvqDil3qbbaT/pNezs0t42ZBjp/sm3HRySMq+xaW/T2Oj+lC2lU+ptup1Cj14r9Tbvk773iZ573jzqw5PGoIV90tj79DQ6EHln5UdMfAzcHNzgO+gB3KwcVb1PFn+f6AMB/Rjx5ZfS62phnzLwPuUuYIdHj6yQK1ciHt5PMMk+xVo7YPasBIwdZ4XwcCvRJtTniwRMmGgDD3eOPYvuE/04t2wZ8Pnn0uuYcZ/+ubYFiXa2sEqqmEi0tYFVbJzYj1e2Y2KRaGMt9uOVbVsbMXbrmFgkvG7bTvrQbx0bl3Lb3i6pyiM+zW0aWyJti2qOhFe2xdipCtqwH8m3eZ8ssk8tCjdL//8nivmlS4Hu3aXb+Rih631quKw+dt3bI15ifevVaFu6ver3ibYf+vvDJ08eMYEsda5kVNu2bbFx40Y8f/5cfB8+fPjwK5UkhNp1qKBj9+7dYsqSVq1aiVV8mzaVqoYMaIlnmrojPeOi79e0gE1yVNlCyZbkaOoQamFKq+LGJJPhahFl4ij7Rm/aZ599JvqtKIFBvVi0XNSMGTNEJQvNTJzWP2z16tXFOSVa0kJVLTRRcGq0GlN6UAAkDwJD2RQcHaXzpOyeQP8R0tpOPv7XbScPtPRs03+8120bnt/wnzj1dvKxv26b90mf+0TP3by59Fz0x0EL+/Qu2yrap+wOOdG1dFcsPLsQedzzwDf0IUpkK6HqfXrnbVPtEx3H6cOC4cONFvbpfd4nWL18zvfYp4PHHdCvH3DpkvRvSosQzJtnhfLlDauBcOxZdJ/oQ2vjxi8/rJtwn6IQh5ZrWqJL6S7oULKD+PJOxBfwJIbrXtmmL9dv2U7I6La1NRLsrdPcTjRs29ggMdk+GbZTjP1127xPZt+ndP9/osc0aiQd1w1xzscI3e7T1zWGGxMtU0/+go9Lt5cmYFXxPoltE01mVqRIEVFRQp0k1MoTEBAgqlFSV6tQ8sWQOKH7EXpMaoYkTXoWmkmdZCGpkyyE5lZ9H7qZlp0yV5RYoSxYyZIlxUQ8tKTUggULRPnS0KFDRWsUXU9zrNCMw9TqQ9UtVOp048YNMYfLu3hb69B7e8fWI8ZUieKb5nviOFe0ETVGYHun7bjw5YWUSRb2bjjOTYp+x+jSBahVi5IsgKenVDBECxqULy/36HTMjHG+8sJK7LqzC103dUX/f18u98mYxfHxnCXToEADlMpWSmw/DH0IvxfSRK56c/c1E9QGBQUZ53GhSWeTLwWdvAuEHk/fyQkVRNAcsanvR06cOCGSNFT9klFUYGFoTzIlXRwRKIlCMx1TyRH1WdFa2rT0csuWLUXFClW3UDULTd5LSRjqH6NVikqVKoVFixaJpAvNyTJmzJh3ej1avjn1XDB0ep/JdFKgEi/GtIpKFadPl86ZYhXKUgiNCjVKscweSweOc5OgaumZM4GiRYEVK6Qf3Kgb68YNoGdP/t6j1ThPSEzAtGPTjJd7lu9p0udnLF34eM6Soc9Fk+pNwvLWy3Fn4B1kz5QdekPftYsVKybag5Kj79o01yl1f9B3a5ogl6brSD2vK03vQWilH0KJFJqmY/369Smek4ob9u7da7zf+zDHbCq6+AhC/V80N8pff/2Ff/75B5MnT0aWLFnEG0v/GahdiNbSpkyZofpk7Nix+Pvvv8VkuXPnzhWT5aQ12Y8szJBxY0wxqMyxXbuU5Y6MaQ3H+Xs7fBioUAEYNIhaa4GKFYHjx4H584EsWeQeHTNnnP97819ce3ZNbNfMWxOVc/GSzkxGfDxnqTQr0gxdynSBvU3G5vZQO1rFJyYmRiRckicyhg0bJipVaDVgWuiFWoM+/vhjsRgNdZnQfWguVFp62dPTUyRiDAYOHCgm36UCiODgYOMcLzS5Lc2RqkS6+MZOlSk0Qa2hXImWpTbMf5L811jqEfvqq6/Em04zEBtW+6EJc+n0rqjcidblNhv+iY5pGcW3j4/co2DpdOrxKdhY2aBcjnJyD0UdOM4zzM+Pfi0Dli+XLlNShVaXpAoWQxs703acTzv6sprl66pfm/z5GUsXPp4z9kqipWnTpvj9999x8OBBFChQQCz3/ODBAzG57Jw5c4z3nTdvnritd+/eGDRokEicUBsPrWCcfBWgZs2aiWk+qDgiW7Zs4jt8bGwsWrduLZIvSqS7b+xUyUIT4Hbo0AGXLl0Sk+pQ2xCVHNEbTS1GtMZ3Wut0vyvqJ6OMXOoTLXVlEtw6xLSMSm/pWxOX4KrC0/CnqL20Nir9Xgkjdo+QezjqwXGeoTYh+mxGbUKUZKHfSWgxm+vXgS++4CSLXuL85KOTOHD/gNgu6llU/HLMmKz4eM7e4nbQbQRGBEJPNmzYIKbdoLlYqL3H0dERI0aMEPOsJF8diL5z0xypVMVC38lpVaJjx46J89SmTp0qpvegShdaPpoSNvQ6SqWLipa0UDkTTY576tQpDBkyRCRgqByJlpjKnz//Oz0H9ZkRyqZRe5FhGSjKxNFSU6kZVg2i5aDDw8NFNu7TTz9N/+C5dYhpGZXe0k/TXIKrCl7OXvAN9RXbNDHl+afnUSa7NLkZewOO83ShSW1pNaFz56TL1DJEf3ZpVSGmrzhPPjfL0KpDYW2lu98MmdLw8Zy9xp3gOxi5eyQ2XN2A0R+Nxvd1vodeODo6iuQJnd7GyclJJGXeZT5Uajuikxro9hs7TYJ78uRJXL9+XfSFLVu2DIGBgahfvz7+97//iaB42ypBtJKR4fyHH34QS1PR5D4018u3336b5mOo34wycbR+eNWqVTOWaOHWIaZlFN/Zssk9CvaObKxtMOTDIei/rb/xS9Afbf6Qe1jKx3H+TmjVxpEjgSVLpMseHsDEiVIlC1ew6C/O6UvL+ivrxXY2l2xiDgTGZMfHc/YadtZ22Hhto5jAe+7JuRhRfQRc7F9dRphpk+6/sdOMxz/++KOY9JaWe65cubKoOHmXtbipKoZQSRS1BVFFDM0BQ3O0vOlE96HqFsO8MenGrUNMyyiBOW4cl+CqSPdy3eHp5Cm211xaA98QqcKFvQHH+RvFx0uT2lKbkCHJ0qOH1CZEqwpxkkWfcf7Lf7+ILyxkQOUBcLR1NMnzMvZe+HjOXsPH3QcdSnYQ20GRQVhyLukPGtMF3SdaDKgShZZ/3rNnDy5cuCBKmN6mS5cuYu6VTz75BBbFpYlMy+ztgSFDpHOmCs52zuhbSZowPC4hTnwZYm/Bcf5atHJQ5coAzUFPqziWLSu1Di1aRL3cco+OyRnnL2JeiFYhJ1sn9KnYxyTPydh74+M5e4PkE3ZPPzZdfE5iymKYT1XWRAutvENLMmnduyRZGGNm5OAg9whYOvWv3N/46/KCMwvwPOq53ENSPo7zFJ49k1qCPvwQOHMGcHeXJr89dQqoWlXu0TElxPmiVotwa8AtLG+zHJ7OUhUdY4rAx3P2GjRvXcOCDcX23ed38dfVv+QeEkulV69eoqNF1kQLTfBapEgRMYfJOcOMdMzyYmPlHgFj5kOtcTR7P7fIqQrNl/BZmc/EdnhMOBacXiD3kJSN4zyFFy+AIkWAhQuly926SW1CNAEutwmpmBniPL9HfnxS3MKVxIy9CR/P2VsMqzbMuD316FSzVE+wjMuXLx9q1aoFU7NKTMc7vWvXLkyfPl0sf0zq1asnlmmic2Z+Dx8+hI+PD3wfPEBuHx+5h8OYedAhiT6sUAkurd/KVONm4E0UnVMUiUhETtecuDvwLuxtuJQ6TRznwv79UsX92bPS5dKlgXnzgOrV5R4ZU1ucb7m+xazPz/ShRdEW6X8QH8/ZW9DX7fILyuPcU6lQYd9n+1A7X22o8nuor2+K5ZnVyMPDQyyMY2trK6YPsba2FqfUEhISxCk+Pl6sNkwrDdNcq2apaGnQoAG2bduGy5cvo2fPnmIp5IYNG6JChQpYt24dZ+cYY6bBE8qpUmHPwmhdrLXYfhz2GJuvb5Z7SMqm4zgPDJQmta1bV0qyuLkBM2cCp09zkkVz3jPOafLbtZfXIiaeqwWYgun4eM7ezsrK6pWqFiYfWsAmT548qFatGqpUqYJKlSqJrp179+6JvIbhRNdTgilnzpyoWbNmuotL0lXRkhothzx//nzMmjVLbL/2RaysRBaImSiTePs2chcoIPdwGDPfhxUqwR01inueVeio71GM2z9OfKCoX6C+OP6zNOg0zhMSgMWLpSWbDR8bunQBpkwBsmeXe3RMiXG+9cZWNF/dXFTJTW84He1Ltk/zflzRwmSraNHp8ZylT2x8LArNLoQHIQ/E5Ut9LqFEthJQCy1VtFhbW2PhwoXoQcsZJrl27RpKlCghqlfedt93Zfs+g/T398eDBw8QHh4uqlnoH53Kb5iZ8azmTMvoQwotk8hUqZpPNezsIrWXsjfQYZxTtQrNuUKrCpGSJYG5c4GaNeUeGVNynE87Ns1YJedkx4sVMAXS4fGcpZ+djR0GfzgYy84vEz9GFfEsIveQdM0q1Q+B5vhhMEOJltRztbRs2VLM1fIhLRXALPOTIGNajm9afiRrVkojyz0axsxDR3EeHAx8+y0wf740lYGrKzB+PNC/PzB7NrB3r9Q6RHO1MI15zzg/9fgU9t/bL7aLehZF8yLNzTBIxt6Tjo7n7P1XaBxYZSBX+1rQ9evX0alTJ7GqMM3JYvi3nzJlCv744w/j/SIiIsR5XeppTuZ93qt0HQ0WL16M0qVLo3HjxmIJpG7duon5WjZu3MhJFkviNiym9VW1Fi3i1bU0JCouSu4hKI8O4py+eyxZIq0mRBPcUpKlY0cqzwUGDwbs7IDp06WkC50zDXrPOJ92VKpmIUOrDoW1FX+JZQqkg+M5Mw1b65df9JllUNdNWFiYOIWGhooTiYqKMl5Ppxe0/CGQ4jo6vY90zdFCPUqurq7o3bs3Bg0aJCaGYZajpd44xpi20QSW/9z4R3xRyuGaA39+8qfcQ2IWRBPcUpvQsWPS5eLFpTah2qkWWaA/ZY8eAbly0d84WYbKFOre83soOKugOJbQ8vH3B92Ho63ja+/Pc7Qw2eZoYUwHtPQ91FqJc7RMnDgRffr0gbu7e7pfiJkQtw4xrce34ZsXl+CqFq0Q8vmWz+H/wl/8Cn03+C7ye+SXe1jKodE4f/4c+O47qYKFdjFTJmnqgq++kipYUluxQppHkueP1Kj3iPNf/vtFJFlI/0r935hkYUxWGj2eM/P67+F/YvWhj/J8hEEfDpJ7OLpjpbQ5WkbSMgFMftw6xLSMSm/XrZN+DudvX6pFX4oGVB6A7/Z9J74szfhvBmY1mSX3sJRDY3FOtbHLlwPDh9NE+dJ17dsDP/8sffd4ndQVLkxjMhjnwZHBWHhmodh2snVC30p9zThIxt6Txo7nzPzox6eqi6qK7ZOPTqJfpX5islxmObRy8rZt24yXDW1Cn3766Sv3/fXXX7F9+3axPWPGDOR60wcbUy3vzCxLSyVbjDHtC4wIRJ5f8iAiNgLOds54MOgBPJ095R4WM7ELF6TvF4cPS5eLFQPmzAHq1ZN7ZEytJh2ahG/2fiO26QvInKZz3voYbh1ipsCtQ8xSWq5uiS03pOPWH23+QOfSnaFkWvoeWrBgQdjb24vVkg0T5FKLEJ3TidIjyU9xcXHiFBsbKxIuhQoVMv/yzkwm3DrEtB7fd+4ABQpwCa7KUVKlR9kemHNyjki2zD81H9/W/FbuYSmDBuI8JAQYO1ZKqlBLs7OzdHnQIMDeXu7RMbXGeXxCPOadmie2qe2QlkNlTNE0cDxnlkdLPBsSLdRC1KlUJ54o18wOHz4sFvS5ffv2K7fRJLm0MpGdnZ1Y6CchIQFt27Z9r9fjo4EapZqkhzHNtcbt2MEtchoxpOoQ40ohs0/M5hWINBDnVAdLc6sULQrMnCn9SfrkE2k1IWodSk+SZf9+6Z+BzpkGZSDObaxtcLj7YZFg6VqmKwpmKWjWITKm5+M5k0+NPDVQOVdlsX3B7wJ23dkl95A077///hNzzqYlW7ZsWL16tdi+ePEifvzxx/d+Pa5oUaO0ZhRkTCvoWxr1ITBNoAlwPyn+CdZeXismxl1+fjm+qPCF3MOSn0rj/NIladgHD0qXaenm2bOBhg0z9nydO/OqQ5qWwTjPmzkvpjfiNb+ZSqj0eM7kRdUrVNXSbl07Y1VLw4IZ/GPK3gm1Czk6OhrnZNmzZw8cHByMLUS08tDOnTvx/Plz3L9/X2zTKkRU3RITEyNO7WkCunfEiRY14ooWpmUU3/TTOE30YGMj92iYCdAHCUq0kJ+P/Yxe5XsZq1x0S2VxHhoqrR40a5Y0dCcnaXWhIUN47kemnThnLEM4zlkGtSnWBgU9CuJ28G3svrMbZ5+cRbkc5eQelqZERESIBX369esnkio0Fwt5/PgxPv744xTtWpMnT8ZPP/0ktun6Jk2aiDlaDPO20Hl6Ei06/6SrUjxHC9P6B5ZjxzihqCEVc1ZErby1xPaNwBs8aaWK4pzahKiSlr4/zJghDffjj6XvFKNGcZKFmTbOY+NjzT4kxvR6PGfKQ62S1GJtMO3YNFnHo0X79u3DnDlzULx4cYwfP15UqNy7d09M6PvXX3/h33//FasPOTs7Y/To0di1axeWL18uEivTp08Xk9/+888/Yt6WP//8M12vzYkWNeLWIab1EtxevXg2TQ1WtZDGhRojp2tOuYcjPxXE+ZUrQN26QMeOwJMnAE2yTyshbtgA5Mkj9+iY1uL81ONTyPtLXvx0+CexvDNjqqGC4zlTrm5luyGrc1ax/eelP3H/+X25h6QpjRo1wokTJ8TcLJ6enmLSW1p1qFatWrh16xZKlCiBhg0bitahkiVLol69eujQoYO4nDVrVnEbVba0atUKn9CEdOnAiRY14ow503p8nznDca4xTQo3weW+l7Gt0zZUylVJ7uHIT8FxHhYGDBsGlCkjTVJL7cwTJtDkcEDjxnKPjmk1zqccmYIn4U8was8orL+y3iLDY0zrx3OmfM52zmIZe1I2e1k8i3gm95A0xdbWFhUrVsSIESNE+5Cbm5uoTMmfPz/GjRuHfPnyoU6dOoiOjhZtRobH0FLWly9ffq/X5kSLGnHrENMy+qBCBzb+wKIpNCdLca/icg9DORQY59QmtHYt8MEHwLRp0gIarVoBV68C334rJVwYM0ec3wq6hQ1XN4htbxdvdCnTxUIDZEybx3OmLv0r98ferntx8vOTqJCzgtzD0ayIiAgxoS1Vpqxbtw4BAQFYtGiRmPg2KioKgYGBxvvmyZMHZyiB+h54Mlw14tYhpmVUetuFP2QzjVNYnNOcK/37A3v2SJcLFJAmvm3WTO6RMT3E+c9Hf0ZCovQj0sAqA+Foy1k9piIKO54z9aHWoTr568g9DM2rW7cufvnlF+NlJycnfPbZZ2jZsiVOnz6N+vXrG28bPHiwaCV6H1zRokb0MyNjWo5vmlSO41yz4hPisfHqRsw4NgO6pZA4Dw8HRo4ESpeWkiw0uS2tLkQ/znKShVkizv3C/bDk3BKxnck+E/pU6mPBATKmneM5Y+zNypYti3ZkRKgAAKG7SURBVC+++CLFdbt370bmzJlTJFkIJV8K0K9O74ETLYwxZaH+BV9f6ZxpDv1qXWVhFXy89mN8s/cb+L/why7JHOf0suvXS21CkycDsbFA8+bSBLhjx3KbELNcnM8+MRvR8dFiu3eF3sjsmNmCA2TMBPhzCzMhWu3myIMjYrlnZn402W2uXLkwdOhQUdViSpxoUSNb7vhiGm+N+/RTbpHT8FwtNfPWFNtRcVGYe2IudEnGOL9xQ5rUtl074OFDIF8+YPNmYMsWqWWIMUvFeXhMOOaelI4BdtZ2GPThIAsPkDET4M8tzETCosNQbXE11FhSAwO2DTC2VDLz+fbbb5ElSxbMmDEDlStXRrFixfDDDz/gzp077/3cnGhRIy5NZFqPb1rqhONcs+jLlI2VjdimL1kRsdIs77oiQ5y/eAGMHg1Qy/HOnVKb0JgxUhVLixYWGwbTk7fE+e+nf8fzqOdiu1PpTsjtltvCA2TMBPhzCzMRVwdXkXQm155dw783/5V7SJr3/fff49KlS7h69SrGjx8PZ2dnjBkzBoULF0bVqlUxZ84cMWluRnCihTGmLFR6GxrKJbgalsc9DzqU7CC2AyMDsfTcUuiOBeOcXmLjRqB4cWDiRKlNqEkT4NIlYPx4mgzO7ENgevWGOI+Nj8X0/6YbLw+rNszCg2PMRPhzCzOh5MfCqUenyjoWPSlatKiobqGVhm7fvo3JkyeLFYoGDhwoWouaNWuGLVT6mw6caFEjbh1iWkalty1bcgmujj5ITD82XUyQqysWivNbt6RJbT/+GHjwgJYrlJIuW7cChQqZ9aUZe2OcU+tghxId4GrvihZFWvDy70y9+HMLM6FmRZqhWNZiYvvg/YM48eiE3EPSlYSEBNy8eRPXr18Xyz7TnDk2Nja4fPkyWrdujQkTJrzzc3GiRY24NJFpPb537OA417gy2cugQYEGYvt28G1svLYRumLmOI+IkNqCSpQAtm2TVh+ltqGrV4HWrQErK7O8LGPvHOdUIj+14VQ8GPwAs5vMlmV4jJkEf25hJp7L7uuqXxsvc1WLZZIrtPoQrUjk7e2NJk2aYOnSpShfvjwWL14MPz8/3Lt3D61atcLMmTPf+Xk50cIYY0z2qpYpR6aIXw3Y+6F/QprYlhIs9KNLTAzNqA9cvAj88APg7Cz3CBlLiVYZyps5r9zDYIwxxehcujOyZ8outv+6+hduB92We0ia9eWXXyJHjhxo1KgRFi5ciEKFComJcR8+fIidO3eiW7ducHNzE/fNmTMnIiMj3/m5OdGiRtw6xLQe340acZzrQP0C9VE2e1mxffLxSey/tx+6YYY4v31bmtS2VSvg3j3Ax0dawnn7dqBIEZO9DGPvjo/nTA84zpmJOdg64KvKX4ltWnno52M/yz0kzVqwYAGyZs0qJsWluVmOHTuGr776SlS2pEaVLmvWrHnn5+ZEixpxaSLTMpqpk36Sp3OmaVZWVhhRfYTx8qEHh6AbJoxz+nFl3DipioXmXqFpAkaOlNqE2rblNiGmrDg/9fgUfjj4A4Iig2QdGmMmw59bmBl8WfFLZLLPJLYXn10Mv3A/uYekSefOnRPzr4wePRr58+d/431pQtwW6VimkVOvjDFloW+FVKLH3w514ZPin4iJ3nqV76WvyTBNFOeUWPnqK+DOHely/frA7NlAMWkePcUbMkRarCOpKpfpIM4nHpoo5mT66fBP2N11Nz7M/aGsQ2TsvfHnFmYGHk4e+LLCl5h2bBqi46Ox/sp69KvcT+5haU7p0qXN9tycaFEjLk1kWo/v2rXlHgWzEFtrW0xv9HKJV914zzi/excYNEj6EZXkygXMmAF88om6PutTooXpJ86vP7uOTdc2iW03BzeUy15OxsExZiL8uYWZyeCqg3E98LqY065GnhpyD4elE7cOqRG3DjEto9LbtWu5BJdpWwbjPCpKmuS2eHEpyUKf74cNA65dA9q1U1eShekvzmmegURIk14P+nCQmIeAMdXjzy3MTHK65sTm/23GR3k/Eu3WTF24NIIxpiz0h4Rm8eQ/KLoUlxCHc0/PoWLOitC0DMQ5LdM8YIA06S2pUweYM0dKujCm9Dh/EvYEy84vM1az9K7QW+7RMWYa/LmFMZYGrmhRI24dYlqP76pVOc51aPn55Sg2pxhqLK6Bp+FPoWnpiPP794E2bYCmTaUkS44cwOrVwJ496k+yhIVJc7TQOdN2nM86Pgsx8THiapp3wN3RXe7RMWYa/LmFWUhiYiJPiqsinGhRIy5NZFoWEwP88Yd0znTlkv8l3A6+LSZ9m/nfTOg9zqOjgYkTgQ8+ADZtAmxsgKFDpTahDh208eMp7Zu7u3TOtBvnoWHPMP/UfHGVvY09Bn44UO6RMWY6/LmFWSDB8tfVv1BlYRVUX1wd8Qnxcg+JvQNOtKiRNb9tTMPo2yStU0vnTFdozgb6EkbmnZqHkKgQ6DXOd+4ESpUCRo+Wlm+uVYuWIASmTeMVepj64nzB+cUIiZb+P3cp3UXMO8CYZvDnFmZmND/LvJPzcPLxSfGD1IarG6A248aNS3OemWXLlqFkyZJwcnJCxYoVcezYsTQff/XqVTRv3hweHh7IkSMHJtIvUQrH39jViA/kTOvxXb48x7kO0Zevz8p8JrZDo0Px66lfobc49/WVVg5q1Ai4eRPInh1YsQLYtw8oWRKaQwmkhg2lc6ZBNjaIKVMSM05IFWpWsMLX1b6We1SMmRZ/bmEWMLLGSOP25COTRZWLWly/fh2TJk165fpp06ahW7duCA8PR58+fWBtbY369evjJn0ASubGjRuoUaMGdu7cidatW6NRo0b47rvvFJ9s4USLGnHrENMyKr1duJBLcHWKljCkL2Nkxn8zEBUXBT3EOZ1NngwUKwZs2CB9Xqflm6lNqFMnbbQJpWXlSmDHDumcaVBMDC7/9gMiYiPExVbFWqFY1mJyj4ox0+LPLcwC6uWvhwo5KojtM0/OYPed3VCL3r17IybV/4979+5h9OjRKFiwIM6ePYvp06fjyJEjKFy4MAYOTNle2r9/fwQFBWH9+vVYsmQJli5dip9++gkTJkzAgwcPoFScaFEjbh1iWkbfMGlSOf5lSJcKexbGJ8U/Edt+L/yw7Jy0SomW45wmtS1dGhg5EoiIAGrUAM6cAWbMkOYvYUy1bGxQrlZ73B9wB1PqT8GoGqPkHhFjpsefW5gFUNvNiOojjJd/OvIT1GDJkiU4cOAAfGhlrmSWL18uki9jxowR7UDEzs4OQ4cOxY4dOxAYGCiuo0TKrl27UKdOHbRs2dL4+L59+4r7//XXX1Aq/sauRnwgZ1rGvc66l/yDxNSjU7U56ZuNDR66l0D7jjaoX5/KaoFs2ahXGTh4UEq8MKaV47mbsweGVR+Gyrkqyz0ixkyPP7cwC/n4g49RKEshsb337l6ceHQCSvbs2TMMGzYMVapUES1CyR09elQkj2jeleTq1q2LhIQEHDp0yHg/0qJFixT3c3FxEc+7f/9+KBUnWtSIW4eYllFp4dy5XIKrYxVyVkD9AvXFtlonfXsTCu2pk+JQrGAs1q6VihQHDJCSLV27ardNiOkQH8+ZHnCcMwuxsbbB8GrDU8zVomRDhgxBaGgoFi5cKOZfSc7Pzw+5cuVClixZUlxP1zk4OODOnTvG+5HSafwCRW1HhvspESda1Igz5kzLbG2lmUDpnOnWyOovJ32bcmQKtIImtS1bFhj+jS1exNihWrVEnD4NzJoFZM4M3albV/ohmM6Ztlx7dg3+0UF8PGfax59bmAV1LdMVOTLlENsbr27E9WfXLfr6YWFhInliOEVHR6d5v7179+KPP/7AiBEjxKpCqdFjvby80nysu7s7Hj9+bLwfSeu+ye+nRJxoUSOeo4VpPb4LFeI417m6+euiuk91fF7+c6xquwpqR58DOnaUEgpXr9IHBupbBg4dshKJF726cQO4ckU6Z9rS+5/eyDsrPwbcmInwOGkyXMY0iT+3MAtysHXA4A8Hi+1EJIoWa0sqXry4SHAYTmmtJkTJly+//BLFihXDt99+m+bz2NrawtnZOc3b7O3tEUGT1iXdj6R13+T3UyI+IqgRlyYyLaPM+PTp0jnTLerbPdDtABa0WIAinkWg5k5PCueiRYHVq6XP4f36AdcvRKNb0HRYx3KcM+058uAIDt4/KFYN2316LZwTuBKXaRh/bmEW1rtib2R2zIzWxVqLH6Qs6cqVKwgJCTGeRo16dZLzH3/8Ebdu3RItQ9QGlBaaYyX1SkQGsbGxxtvofiSt+ya/nxJxjZsacWki0zI7O6BdO+mcQe+9yGpGk9pSUuXSJelylSrAvHlA+fIAEjjOmXZNOjwpxeTW1vZpf9BmTBP4cwuzMDcHN9z+6jayOKWc38QSXF1d4ebm9trbr169ismTJ6NPnz6oXr36a++XM2dOnDjx6mS+8fHxYinnzEn91HQ/w3LQVE2TnL+/v/F+SsTf2NWISxOZ1uM71RJwjJGExARYWyn/+Pf0KTBsGLBihXTZ0xOYPBno3j3Z4ZvjnGnU+afnsfXmVrGdxz0POtUawJ9bmLbx8ZzJQI4ky7ugViGqMrG1tU3RNnSQfn1Kup2UKVMGW7duha+vb4qln8+ePSsqVby9vY33I2fOnEHTpk1TvBYlagz3UyL+y6dGCi6RYuy9Uekt9XtyCS5LEhEbgdnHZ6PQrEK4GnAVShUXB8ycKbUJUZKFVg/68ktp/pGePVN91+Q4Zxr105GfjNtfVxoEuynTOM6ZtvHxnDGjwMBAcT5r1izRQmQ4GZZrNlxu1qyZuLxo0aIUj19NfdYAatasKc4LFy4sTsuWLRMJGIMLFy6INibD/ZSIEy1qxK1DTMuo9Ja+lXIJLkuy4PQCfLX9K9x9fjdFS4KSHD4stQQNGkQz5AMVKwLHjwPz5wOpVi6UcJwzDboVdAtrL68V217OXuhZ8XOOc6Z9fDxnMopPiMeaS2tQd1ldhMeEyz0c7N+/H4mJia+cxo4dK243XK5WrRoqVqwo2ow2b94sbtu0aRPmzZuHIkWKoHLlysbnHDhwoJjzhdqRIiMj8ejRI/To0UM8T6dOnaBUnGhRIy7BZVqP72zZOM6ZUc9yPY0lsqsursKd4DtQCj8/4LPPgI8+Ai5elJIqv/0G/PcfUKnSGx7Icc40iJZipxY/MujDQXB2yMRxzrSPj+dMRsN2DcP/NvwP++7tEz9MqcnKlSvh6emJVq1aiUlv27RpA2trayxZskQsimDQt29ffPrpp6L6heZkyZs3L06fPo1BgwahRo0aUCo+IqgRtw4xLaPS23HjuASXGbk6uGJglYFiOz4xXnyZU0Kb0Jw5UpvQ8uVSm9DnnwPXrwNffAHYvG0eX45zpjGPQh9h2fllxoka+1bqy3HO9IHjnMn8Y5TBtKPTxGpvalGkSBHRAjR06FCUL18enTt3xrlz50S1S3KUdPnzzz9F+1Dt2rVRr149rFq1CjNmzICSWSVSzQ1ThYcPH4rJgnwfPEBunnSLaRUdksLCaFpz6dsrYwCCI4OR95e8CIsJg72NPe58dQe53HLJMpajR6XVhM6dky5XqADMnSutKvTOOM6F3LmBR4+AXLnob5zco2Hv45s93xhb+0ZWH4lJ9SdZNM63XN9i1udn+tCiaIv0P4iP50xmbde2xV9X/xLb85rOQ59Kfcz3PdTXF7npjzd7K65oYYwpjwMvBcpS8nDyQL9K/cR2THyM+NXG0vz9gR49AFqtkJIsHh7SHCw0F0u6kiwGHOdMQ0Z/NBq/NPoFhbMUFm1DRhznTA84zpmMvqnxjXF78pHJiI1/OWkskw8nWtQo2YzLjGmyNY5m7+cWOZbK4KqD4WTrJLZ/O/0bAl4EWOR14+OlhAq1CS1ZIl1HCRdqE6JVhd7aJpQWjnOmMS72Lhj44UBc738d3pmSltvkOGd6wHHOZFYhZwU0KdREbN8PuY+VF1fKPSTGiRaV4lnNmZbZ2wOjRknnjCWTzSUbvqjwhdiOjIvEjP/M35tL1So08X3fvsDz50DZslLrEK1G6OX1Hk/Mcc40KvkEhhznTBc4zplCqgoNqI2TViNi8uJEC2NMeXhCOfYaX1f7GnbWUrJ57sm5eB713Cyv8+yZNLnthx8CZ84A7u7S5LenTgFVq5roRTjOmQZQK98bcZwzPeA4ZzKrnqc6auWtJbZvBN7A+ivr5R6S7nGiRY24dYhpGZXeTp/OJbgsTbndcqNb2W5wsHFAl9JdEJcQZ/I2IVqeuUgRYOFC6bpu3aQ2IZoAN0NtQmnhOGcaQKtbFJ1TFL239MbtoNuv3oHjnOkBxzlTiG9rfmvc/vHQj0hITJB1PHpnK/cAWAZwaSLT+oRytEwiY68xvvZ4fF/ne2TPlN2kz3vypNQiRFUrpHRpYN48afJbk+M4Zxqw6Mwi3Ht+DwvOLEBgZCDWf5rqF1SOc6YHHOdMIerlr4fKuSrj5KOTKO5VHOEx4XBzcJN7WLrFiRY1SuDsJNN4fFPfRtasgDUX3bFX5XDNYdLnCwwERo8GFiyQVul0cwMmTJCSLrbm+ivJcc400DJEq1ukNT+AEcc50wOOc6agObJoeedM9plQNGtRuYeje3w0UKM405bKM6a41jiaaZRb5JgFPhtTexCtJkTtQpRk6dJFahP66iszJlkIx7mQKRPg6iqdM3VZdm4ZfEN9xXbzIs1RLke5V+/Ecc70gOOcKWwFIk6yKINVYiJ9tGRq8PDhQ/j4+MDX1xe5c+eWeziMMSa7sOgw/HrqV+R0zYlOpTu98+NOn5bmXKFVhUjJksDcuUDNmuYbK2NaERsfiyJzioi2IXK813FRri6nLde3yPr6TBtaFG0h9xAYUyT+Hpp+XNGiRtw6xLQe376+HOfsrZ5FPEO+mfkwfPdwjN47Wnz5e5ugIKklqFIlKclC1RQ0hyGtLGTRJAvHOVOxlRdXGpMsjQo2en2SheOc6QHHOVMo+ly09NxSMWcLszxOtKgRtw4xLaPS23XruASXvVVW56yokquK2L4fcl98+Xsd+vy7eLHUJjR/vtQm1LEjcO0aMHgwYCetGG05HOdMpWilr4mHJhovf1fzu9ffmeOc6QHHOVMgWuK58OzC6P53d4zZP0bu4egSJ1rUiFcdYlqfvX/IEOmcsXQsZUhf/uIT4l+5z9mzQI0aQM+e0nyFxYsD+/YBK1cCOXNCHhznTKX+vPQnbgbdFNt18tVB9TxvWJaL45zpAcc5U6D8mfOLyXHJ9lvbcepx0pKKzGI40aJGXJrItB7ft25xnLN3Us2nGmrnqy226cvfuivrjLc9fw4MGABUrAgcOyZNuDptGnDuHFBbeoh8OM6FYcOAXr2kc6Z8CYkJ+PHQj8bLY2q95VdSjnOmBxznTIHsbOwwovoI4+XklYjMMjjRokbxr/5iy5imWuN27OAWOfbOki8rO+HgBMQnJGDZMqlNaM4c6bNv+/ZSm9DQoTK0CaWF41xYvVparIPOmToSLYM+HIR8mfOhRp4aqJW31psfwHHO9IDjnClUt7LdkCNTDrG98dpGXPS7KPeQdIUTLWqkiG8JjJmxNY6Wg+EWOfaO6uWvJypbyJWLNihZKRDdugH+/kCxYsDu3cCaNUCuXFAOjnOmQrbWtviiwhe40f8G1rRdYyxLfy2Oc6YHHOdMoRxtHTGs2suS0e8Pfi/rePSGEy1qxBUtTOvxffkyxzl7Z/Rl7+vyE4BtM4DfzuDaGS84Oydi8mTg/HmgXj0oD8e5sGcPcOmSdM7UVZKey+0dMpcc50wPOM6ZgvWu2BveLt5ie/2V9VzVYkGcaFEj7gFlWkYfVGhCDf7Awt4BrR60YgXQp3Ed4PggINEWKL4O0/7eiuHDFfwDI8e5QO1dJUpI50yDOM6ZHnCcMwVztnNOMVcLtVgzy+BEixpx6xDTMvpmTLNjKvYbMlOKixeBWrWALl0APz8r5M7/AujcEC6duiPB7T4UjeOcqQitWNFlYxdce3YtfQ/kOGd6wHHOVFTVQosGXPK/JPeQdIETLWrEGXOm9fg+c4bjnL1WaKi0kma5csChQ4CTEzBxInDzijNmD2iJe4PuoV/lflA0jnOmEomJiRi3fxxWXFiB4nOL4/jD4+/+YI5zpgcc50xFVS0019ZR36NyD0kXbOUeAMsAbh1ieuh1LlkSsLGRezRMYW1CNKktrRz05Il03ccfAzNmAHny0CUr9K/cH6rAcS6sWgVERADOzkDHjnKPhqVl151dOP5ISq6UyFYClXJVevcHc5wzPeA4Zyqparkfch8DqwxEfo/8cg9HF6wS6acKpgoPHz6Ej48PfH19kTt3brmHwxhjFnPlirSow/790uVChYDZs4HGjeUeGXsf9Kfs0SNpRaiHD+UeDUuNPiJWW1wN/z38T1ymlYbal2wPJdpyfYvcQ2Aa0KJoC7mHwJgi8ffQ9OPWITWKi5N7BIyZN75pUjmOcwYgLAwYNgwoU0ZKsjg6AhMmSPOzvC3JEhwZjFnHZyEhUYFVgBznTCVzsxiSLCW8SqBdiXbpewKOc6YHHOeMsTRwooUxpixUZOfrK50z3aK3f+1a4IMPgGnTpM+vrVoBV68C334rJVzeZMnZJcg3Mx8Gbh+IjVc3QnE4zpkKqlnG7B9jvDy+9nhYW6XzYyPHOdMDjnOmQlFxUfj35r9yD0PTONGiRrY8tQ7T+Kpan37Kq2vp2LVrQIMGQPv2UltJgQLAP/8AmzYB+fK923PkcM2B0OhQsT3+wHjlVbVwnDOF23pzK049PiW2S3uXRpsP2qT/STjOmR5wnDOVWX5+OQrOKohmq5rxCkRmxIkWNeLSRKb1+KYeEY5z3QkPB0aOBEqXBvbsARwcgHHjpDkGmzVL33M1KtgIVXJVEdsX/S9i07VNUBSOc6bwapax+8e+XzUL4ThnesBxzlQmMCIQj8Mei+3vD3wv93A0ixMtjDFlodJbWr+XS3B1g97q9eulNqHJk4HYWKB5c2kC3LFj394mlBYrKyuMrZXsi6LSqlo4zpmCbb6+GWeenBHb5bKXQ6uirTL2RBznTA84zpkKVyDydvEW2+uurOOqFjPhRIsacesQ0zIqvW3ZkktwdeLGDWlS23btpFVnqDVo82ZgyxapZeh9NC7UGJVzVRbbF/wuKKuqheOcKZijrSOKehY1VrNQ4jJDOM6ZHnCcM5VxtnPG8OrDjZe5qsU8ONGiRlyayLQe3zt2cJxr3IsXwOjRQMmSwM6dUpvQmDFSFUsLE62uSV8Ox9UaZ7w8bv845VS1cJwzBWtUqBEu972Mvzv8jeZFmmf8iTjOmR5wnDMV+rLil8jmkk1sc1WLeXCihTHGmMVQZfXGjUDx4sDEiVKbUJMmwKVLwPjxgJOTaV8veVULzdWy/sp6074AYxplY22DlkVbZryahTHGmKKrWkZUH5HixyhmWpxoUSNuHWJaj+9GjTjONejWLWlS248/Bh48APLkkZIuW7cChQqZ5zXpS+KEOhOMl8fsG4O4BAX86shxzvSA45zpAcc5U3FVi2Gulg1XNxjn5mKmwYkWNeLSRKZlVOJAk3TQOdOEiAipLahECWDbNsDeXmobunoVaN2akiHmff0GBRrgozwfiW3/F/649uwaZMdxzhQmPiEeA/4dgHNPz5nuSTnOmR5wnDMVV7WM/mi08fJ3+76TdTxaw4kWxpiy0LduNzfzf/tmFmkTos+elGCZMAGIiQEaNgQuXgR++AFwdrbMOKiqZVK9SWIVorsD76JktpKWeeE3D4rjnCkK9ejPOTkH5X4rh7H7Xq7Y9V44zpkecJwzFfuiwhfI455HbO+7uw++Ib5yD0kzuMZNjbg0kWk9vmvXlnsU7D3dvg0MHCi1BREfH2DGDKltSI7PotXzVBcnxeA4ZwpC7XRj979MrtTMW9M0T8xxzvSA45ypmIOtg2ixPvHohKhuyeGaQ+4haQZXtKgRtw4xLaPS27VruQRXpSIjgXHjpCoWSrLQapcjR0ptQm3b8g9+RhznTEGWnVuGG4E3jEmWuvnrmuaJOc6ZHnCcM5XrWqYr5jSdw0kWE+PSCMaYstA3cSp/4G/kqkOJla++Au7ckS7Xrw/Mng0UKwbFeRr+FFcCrpjuC2V6cZwzhYiKi8K4Ay9Xm5hYd6LpVhriOGd6wHHOGEsDV7SoEbcOMa3Hd9WqHOcqcvcu0KoV0Ly5lGTJlUv6cW/nTuUlWRITEzFq9ygUmFkA7de3R1h0mDwD4ThnCvHrqV/xMPSh2G5WuJlpW+w4zpkecJwzjQmNDsXVgKtyD0P1ONGiRlyayLSMZkz94w/pnClaVJQ0yW3x4tKkt/QZc9gw4No1oF07Zf64R7/U3w+5j8i4SDyLeIZf/vtFnoFwnDMFoETjj4d+NF7+se7LbZPgOGd6wHHONDRf19QjU8WPUR02dEBCYoLcQ1I1TrSokTW/bUzDbGykCT7onCkWLdNcsqS0bDMlXOrUAc6fB6ZMATJlgqKNrz0eNlZSfE07Ng1BkUGWHwTHuUDx8vvv0jmzPEo0UsKRdCjZAWWylzHtC3CcMz3gOGcaQZ+NaAW6wMhAXPC7gLWX18o9JFXjb+xqxAdypvX4Ll+e41yh7t8H2rQBmjaVVhbKkQNYvRrYs0eqbFGDwp6F0a1sN2N57LSj0yw/CI5zoWNHoFcv6ZxZVmBEoEg0Gj5cf1/7e9O/CMc50wOOc6YRVPX7Q90fjJdpNTqqcmEZw4kWNeLWIaZlVHq7cCGX4CpMdDQwcSLwwQfApk3S58mhQ6U2oQ4dlNkm9Cbf1fwOdtZ2Ynvm8ZnwC/ez7AA4zpnM/F74oVCWQmK7R7keIgFpchznTA84zpmGNCjQQKw+R2g1uuXnl8s9JNXiRIsacesQ0zL6Bk+TyvEvQ4pBk9qWKgWMHi0t31yrFnDuHDBtGuDmBlXKmzkvelfoLbYjYiPww8GXv+BYBMc5k1lxr+I49fkprG+3HmNqjTHPi3CcMz3gOGcaq2pJPl/X+APjER0XneHn27VrFwYOHIgePXpgypQpePr06Sv3WbZsGUqWLAknJydUrFgRx44dS/O5rl69iubNm8PDwwM5cuTARPoFUMH4G7sa8YGcaRn3OiuGry/wySdAo0bAzZtA9uzAihXAvn3S/CxqN7rmaDjbOYvt307/httBty334hznwvXrwOXL0jmT5wN12+Jtkdstt3legOOc6QHHOdOYGnlqoEmhJmL7QcgDsTpdRgwcOBANGzbEypUrsW/fPowYMQKlS5fGZfrDn2TatGno1q0bwsPD0adPH1hbW6N+/fq4SR88k7lx4wZq1KiBnTt3onXr1mjUqBG+++47RSdbONGiRtw6xLSMSm/nzuUSXBnRP/3kydLSzBs2SJ8dBw2S2oQ6dVJfm9DrZM+UHUM+HCK2YxNi8d2+7yz34hznQr16UtKOzpkGcZwzPeA4ZxqUvKrlh0M/ICwmLF2P37BhA2bNmoXx48cjICAAd+/exd9//43g4GAMHz5c3OfevXsYPXo0ChYsiLNnz2L69Ok4cuQIChcuLJI0yfXv3x9BQUFYv349lixZgqVLl+Knn37ChAkT8ODBAygRJ1rUiDPmTMtojWAqoaBzZnE0qW3p0sDIkUBEBFCjBnDmDDBjBuDuDs0ZVn0YsjpnFduHHxwWk+NaBMc5k8lPh3/CkQdHLPNiHOdMDzjOmQaVy1EO/yv5P7FNq9MtOLUgXY//8ccfUalSJYwZM0ZUT5KWLVuK1qDDhw+Ly8uXL0dMTIy4D7UDETs7OwwdOhQ7duxAYGCguI4SKdSCVKdOHfEcBn379hX3/+uvv6BEnGhRI56jhWk9vgsV4ji3sIcPgfbtgfr1pTaObNmoZxY4eFBKvGiVm4Mbfqr3kzhd739dXLYIjnPhf/8DevaUzpn50XKd3+z5BjWW1MBnmz4z/wtynDM94DhnGjWhzgTYWksJxDWX16TrscuXL8cK6jdPJTY2Fi4uLmL76NGjIglD864kV7duXSQkJODQoUPG+5EWLVqkuB89T5UqVbB//34oER8R1IhLE5nWl7eZPl06ZxY5nEydKrUJrV0rfU4cMEBKtnTtqp02oTfpWb4nRtQYASc7J8u9KMe5QLFHi3XQOTO/EbtHIBGJYruMdxnzvyDHOdMDjnOmUQWzFMSgKoMwvNpw7OqyK12PLVmyJIoUKZLiugMHDuDMmTNo2rSpuOzn54dcuXIhS5YsKe5H1zk4OODOnTvG+xGa3+WVMRYsaLyf0nCNmxpxaSLTMjs7oF076ZyZFU1q268fzeIuXa5WTWozL1tW7pHpAMc5s7Ddd3Zj+63tYjuve170rdTX/C/Kcc70gOOcadjUhtIvIQ+p9BlAWFgYQkNftllTQoROb7Jt2zZx+u2331CqVCmx+hCh5/Hy8krzMe7u7nj8+LHxfiSt+ya/n9JwRYsacWki03p8+/hwnJsR/T3q2JFKM6UkC/3dWrIEoApNTrIAd4LviPlazIrjnFlQQmIChu0aZrw8sd5EONo6mv+FOc6ZHnCcMx0pXry4SG4YTpMmTXrrY77++mvMnj1bzMfSpUsX43wstra2cHaWVn9Mzd7eHhE0WWDS/Uha901+P6XhI4IacesQ0zIqvaWDNpfgmmXBMqpuLloUWL1a+kxIFS3UJtStG39GjI2PxcBtA1FsTjF02dgF0XFmjEGOc2ZBqy6uwrmn58R2+Rzl0aFkB8u8MMc50wOOc6YjV65cQUhIiPE0atSotz7m4sWLOHnypFjqediwYWKlIMMcK5R8SQvN5WK4zTCnS1r3TX4/pdH5x2qV4tYhpmVUekuzY3IJrknRpLblywNDhwLh4UCVKsDJk8CcOUDSDwu6Z2djh6vProqlnu89v4dfT/1qxhfjOCc0N5Cbm3TOzCMqLgqj9442Xp7aYCqsrSz08Y/jnOkBxznTEVdXV7i5uRlPb2sbItbW1mK1oS1btuCDDz7A1KlTRRVKzpw5xRLPqcXHx4ulnDNnziwu0/1IWvf19/c33k9pONGiRnr/2ZlpP75pyRuOc5N4+hTo0gWoVQu4dAnw9JQmH6UJ3CnxwlKaXH+ycXvCwQkIiQoxzwtxnAuU9AsLk86Zecw+PhsPQh6I7SaFmqBu/rqWe3GOc6YHHOeMpSkxUZp8PXmbD60oFB4eLuZVKVOmDAICAuDr65vifmfPnhWVKt7e3uIy3Y/QRLqpnThxwng/peEjghoptDyKMZOg0ttx47gE9z3FxQEzZ0ptQrS6Hq0e9OWXwI0b0g9v/HkwbeVylEPHUh3FdmBkIKYeNdNyOBznzAICIwLx46EfxTZVsUxpIE1AaDEc50wPOM4ZS+HZs2fInj07fvxR+vuTXGBgoLEdqFmzZmJ70aJFKe6zmvrbAdSsWVOcFy5cWJyWLVsmEjAGFy5cEK1MhvspDX/UViMuTWRaZm8PDBkinbMMOXxYqlYZNIhmagcqVgSOHwfmzwdSraDH0jChzgTYWUvH2enHpuNhqDTTvklxnDMLCIkOEclD0q1MN5TMVtKyA+A4Z3rAcc5YClmzZkXu3LnF6kI0P4vBjRs3sGnTJrHyUI4cOVCtWjXRUjR58mRs3rxZ3IdunzdvnlgaunLlysbHDhw4ELdu3UKfPn0QGRmJR48eoUePHqJqplOnTlAiTrQwxpTnHfo92av8/IDPPgM++ogmHpOSKr/9Bvz3H1CpktyjU48CHgWMS99GxkXimz3fmOeFOM6ZBWJ5b9e92NpxK76v8708g+A4Z3rAcc5YCvPnzxeT1FapUgVdu3ZF7969RWLFysoKv/76cg68lStXwtPTE61atRJVLm3atBFzuixZskTc16Bv37749NNPRfULzcmSN29enD59GoMGDUKNGjWgRJxoUaNkJVOMabI1jmbv5xa5dLUJ0aS21Ca0fLnUJvT559JqQl98AdjYyD1C9RlTaww8HKVZgv+48AdOPjpp2hfgOGcWQh9UmxZuilxuuSz/4hznTA84zhl7RaVKlXD06FHUrl0bW7duxd9//y3mZzl37pxIuBhQ5Qq1AA0dOhTly5dH586dX7mP4W/Zn3/+KdqH6Dnr1auHVatWYcaMGVAqq8TUs9QwxXr48CF8fHzg++ABcvv4yD0cxsyDDkn0YYVKcJNlslnaaFJbWqL5nLRyKypUAObOlVYVYu9n5n8zMWjHILFdI08NHOx2MMWvK++F41zInRt49AjIlYv+xsk9GmZyFozzLde3mPX5mT60KNoi/Q/i4znT0/dQX1/RFsTejitaGGPKwxPKvZW/P9CjB1C9upRkoSWaaQ4WmouFkyymQe1DRTyLiG3/F/7we+Fn2hfgOGdmkJCYgM5/dca/N/+FInCcMz3gOGeMpcKJFjXi1iGmZfSr0PTpXIL7GvHxUkKF2oSWLJGuo4QLtQnRqkLcJmQ6djZ2mNV4FmY2nolLfS4he6bspntyjnNmJisvrMTKiyvRbFUzDNw2UN7BcJwzPeA4Z4ylwTatK5nC8azmTOsTytEyiewVVK3Sty9w5ox0uWxZYN48oGpVuUemXY0KNRInk+M4Z2YQHhOOkXtGGi83L9Jc1vFwnDNd4DhnjKWBK1rUKCFB7hEwZt74pr4YjnOjZ8+kyW0//FBKsri7S5PfnjrFSRbV4jhnZjDlyBQ8DnsstlsUaYEGBRvIOyCOc6YHHOeMsTRwokWtS4wwpuXWuEWLuEUuqU2IlmcuUgRYuFC6rls3qU2IJsDlNiHLu+h3EXNPzH3/J+I4ZyZ2//l9TD06VWzbWdvh54Y/yz0kjnOmDxznjLE0cOuQGnHrENN6Ce6oUdC7kyelNiGqWiGlS0ttQjT5LZPH1zu/xoz/pGUEa+WrhZLZSmb8yTjOmYlRy1BUXJTYHlB5AAp7FpZ7SBznTB84zhljaeCKFjXi0kSm9fj29dVtnAcGSpPa0spBlGRxcwNmzgROn+Yki9w8nTzFii50Grh9IBJpSc+M0nmcM9M68uAI1lxaI7azOmfFd7W+gyJwnDM94DhnjKWBEy1qxK1DTMuo9HbdOt2V4NLnM2oPotWEqF2IvsN36SK1CX31FWDL9YeyG1x1MPJnzi+2997di/VX1mf8yXQa58z0DIk/gwl1JiCzY2YoAsc50wOOc8ZYGjjRokbcOsS0XoI7ZIh0rhNUrVKtmjThLVW0lCwJHDgALF8OZDfhisLs/TjaOuKXxr8YLw/dORQvYl5k7Ml0GOfMPJafX47TT06L7VLZSqFX+V5QDI5zpgcc54yxNHCiRY24NJFpPb5v3dJFnAcFSfOwVKokLd3s6gpMny6tLFSzptyjY2mhlVwaF2ostn1DfTHp8KSMPZGO4pyZV628tdCyaEuxPaPRDNhaK6j8jeOc6QHHOWMsDZxoUetSJIxpuTVuxw5Nt8jRZ7HFi6U2ofnzpTahjh2Ba9eAwYMBOzu5R8hex8rKCjMbzxSruhBa5eVW0K30P5EO4vxd0IpaxYtL5yxj8nvkx98d/sbJz0+iXoF6UBSOc6YHHOeMsTRYJb7XbH7Mkh4+fAgfHx/4+void+7ccg+HMZYBZ89KSzMfOyZdpi+Zc+cCtWvLPTKWHqN2j8JPR34S280KN8M/Hf+Re0iM6dqW61vkHgLTgBZFW8g9BMYUib+Hph9XtKgRV7Qwrcf35cuai/Pnz4EBA4CKFaUkS6ZMwLRpwLlznGRRo9E1RyOXay6xvfXmVvxzI52JFo3GObPcBLgZnh/IkjjOmR5wnDPG0sCJFjXiHlCmZfRBhTIRGvnAQjWDy5ZJbUJz5kj/fdu3l9qEhg7lNiG1ymSfCT83/Flsl81eFtlcsuk6zpllLTu3DB/M/UCsfKXowmSOc6YHHOeMsTRw65CKcMkWY+py4YLUJnT4sHS5WDEp2VJPYdMosIyhP59/Xf0LrYu1ho21jdzDYToRHBmMInOK4FnEM3H5RK8TqJSrEvSOW4eYKXDrEGNp4++h6ccVLWrEGXOm9fimZXdUHOchIcCgQUD58lKSxdkZmDwZOH+ekyxamxi3bfG2GUuyaCDOTaFTJ6BRI+mcvZtv935rTLJ8WuJTZSdZOM6ZHnCcM8bSwIkWNeLWIaZlKu51pvrAFSukNqGZM6Vd+OQTqU1o+HDA3l7uETJzi0uIe7dWDhXHuSkdOADs3Cmds7c7/fg05p+aL7Zd7FyM7WuKxXHO9IDjnDGWBk60qBFP6sC0jLIRXbqoLitx8SJQq5Y0dD8/ablaWu1x3TrAx0fu0TFLOPnoJCr9XgnrrqzTbJwzeSfA7fdvPyRCSuSNrTUWud0UXr7Ncc70gOOcMZYGTrSoUVyc3CNgzLzxTZPKqSTOQ0OBIUOAcuWAQ4cAJydg4kRpfpaGDeUeHbOUi34XUWVhFZx7eg4Dtw/E86jnmopzc7l6VWq1o3P2Zr+d+g3HHx0X28WyFsPADwdC8TjOmR5wnDPG0sCJFsaYslDbha+vdK5gNLzVq6UJbmfMkCqGP/5YahMaNQpwcJB7hMySSnmXQsuiLcX20/Cn+GbPN5qIc3NzdQXc3KRz9nqPQh9h5J6Rxsvzm82HvY0Kfj3nOGd6wHHOGEsDJ1rUyNZW7hEwZt7WuE8/VXSL3JUrQN26QMeOwJMnQKFCwLZtwIYNQJ48co+OyWV2k9li3gzy66lfccz3mKrjnCnHV9u/Qmh0qNjuWa4nauerDVXgOGd6wHHOGEsDJ1rUiEsTmdbje/9+RcZ5WBgwbBhQpow0REdHYMIEaX6Wxo3lHh2Tm4+7D36o+4PYpnk0vvjnC8TGx6ouzpmyPAh5gF23d4ntbC7ZMKXBFKgGxznTA45zxlgaONHCGFMWKr2liU8UVIJLQ/nzT+CDD4Bp06TPUq1aSfNKfPutlHBhjAyoPAAVclQQ25f8L+HnYz+rJs7lMH06MG6cdM7Slsc9D672u4o2xdpgZuOZyOKUBarBcc70gOOcMZYGq8R3WoeSKcHDhw/h4+MDX19f5M6t8JUGGNMImnOlf39gzx7pcoECwKxZQLNmco+MKXkJ3soLK4tVYhxtHXG572UU8Cgg97AUif6UPXoE5MpFf+PkHo3y0Uc2KysruYehSFuub5F7CEwDWhRtIfcQGFMk/h6aflzRokZcmsi0Ht+0LrLMcR4eDowcCZQuLSVZaHJb+uX98mVOsrA3q5CzAr6q/JXYjoqLQu9/eosvyEqMc6YuqkuycJwzPeA4Z4ylgRMtjDGWDH0fXr9eahOaPBmIjQWaN5cmwB07ltuE2Lv5vs738HHzEdv77+3HmSdn5B4SUxFK0I3eMxrBkcFyD4UxxhhjGcCJFjXiVYeY1uO7USNZ4vzGDWlS23btpDaGfPmAzZuBLVukliHG3pWrgysWtFiAstnL4uTnJ0WVi1LinCnf+P3jMfHwRJScXxIH7h2AanGcMz3gOGeMpYETLWrEpYlMy6iEhLIbdG4hL14Ao0cDJUsCO3dKbUJjxkhVLC24XZtlUONCjXHq81Mi2aKEOGfqcPLRSUw5Kq0sFPAiQF2T36bGcc70gOOcMZYGTr0yxpSF5iBwc5POLdAmtGkTMGgQ8OCBdF2TJtJkt4UKmf3lmQ7YWNvIHudMPaLjotHt725iImUyttZYlPIuBdXiOGd6wHHOGEsDV7SoEZcmMq3Hd+3aZo/zmzeBpk2Bjz+Wkix58gAbNwJbt3KShZlHbHwsJh6aiEehjywW50xdxh8YjysBV8R2+RzlMbz6cKgaxznTA45zxlgaONGiRtw6xLSMSm/XrjVbCW5EBPDdd1Kb0PbtgL291DZ09SrQujX/IMXM41bQLbHk8+i9o6VViGJizBrnTJ0tQ5OPTBbbdtZ2WNpqKexs7KBqZj6eM6YIHOeMsTRw6pUxpiyU6fDxMXnGg9qEaFLbgQOBe/ek6xo2BGbPBooUMelLMfYKmmfjafhTsb315lYsubAMPXxKcmaPGVuGuv/d3dgyNKbWGHW3DJn5eM6YonCcM8bSwBUtasSliUzr8V21qknj/PZtaVLbVq2kJAt9HqIlnKmihZMszFKJlt+a/2a8PHDXENwp5s3HcyZ8u/dbXA64bGwZGlF9BDTBDMdzxhSH45wxlgZOtKgRlyYyLaOWij/+kM7fU2QkMG4cUKKENPeKnR0wcqTUJtS2Lf/4xCyrZdGW6FG2h9gOjwlHl98aIy4qQu5hMZmdf3oePx/7WWzb29hro2XIDMdzxhSL45wxlgZOtKiRNb9tTMNsbKTMCJ2/B0qs0Dws48cD0dFA/frAhQvApEmAi4vJRstYuvzS+BcU8Cggto9G38Tk49IXbKZfpb1L4/cWv8PFzgWT6k3SRsuQiY/njCkaxzljLA38jV2N+EDOtB7f5ctnOM7v3pVahJo3B+7cAXLlkuao27kTKFbM5KNlLF1cHVzxR5s/YG0l/fkdd/B7nHp8Su5hMRlZWVmhZ/meuNLvCgZ9OAia8p7Hc8ZUgeOcMZYGTrSoEbcOMS2j0tuFC9NdghsVBUyYABQvDmzeLLVKDxsGXLsGtGvHbUJMOar5VMM3VaU5OOIS4tD5r86IiOUWIr3L457HmIDT+/GcMVXhOGeMpUFjf9F1gluHmJbRL0I0qVw6fhnatk1qExozRkq41KkDnD8PTJkCZMpk1tEyliG0qkxFjxJi+3rgdcz8b6bcQ2IWdO/5PWy9sRWal4HjOWOqw3HOGEsDf2NXIz6QMy1LR6/z/ftAmzZA06bSykI5cgCrVwN79kiVLYwplZ29I1Z03IBM9pkwqsYoDK02VO4hMQuhKqYuG7ug+erm6PNPH7yIeQHN4rkrmB5wnDPG0sCJFjXi1iGmZVR6O3fuG0twaXLbiROBDz4ANm2SPtsMHSq1CXXowG1CTAViYlD0z9240+caJtabKFabYfowdt9YHH5wWGxvv70d8Ynx0PPxnDHV4zhnjKWBEy1qxBlzpmU0uUqjRtJ5GmhS21KlgNGjpeWba9UCzp0Dpk0D3NwsPlrG3ivOvdxyQM9WrAC2b5fO9WDHrR2YeHii2La1tsWqj1fBzcFNt8dzxjSB45yxNJ0/fx4NGzaEm5sb7OzsULBgQaym0vNU/v33X1SuXBkuLi4oXrw4tmzZkubzPXz4EB07doSXlxc8PT0xZMgQxCq4AIGPCGrEc7Qwrcd3oUKvXO3rCwweDGzYIF3Onl1KrnTsyBUsTDtxfubJGey9uxdfV/saelC7NnTjYehDdN7Y2XiZlnKu6lMVeoxzxjSF45yxV5w7dw7Vq1dHRESESKJQsmXfvn0iUUJJl08++UTcb926dWjfvj2yZs2KXr164cqVK2jTpo2470cffWR8voCAANSsWRP37t0Tj82SJQt+/fVXhIeHY8GCBVAi/sauRlyayLSM+oKmT5fOk8J98mRpaWZKslBB16BBUptQp06cZGHaiHPy66lfUXVRVQzbNQz/3PhH1uEx08/L8r8N/8OziGficvMizTGk6hDoMc4Z0xyOc8Ze0a9fP1hZWWH37t04fvw4du3ahZ07d4rrJtAyoQBCQ0PRt29feHh44OTJk5g5c6a4X+PGjfHll1+meL7Ro0fj7t274j5r164VSZZly5Zh4cKF4vmViBMtasSliUzL7Oyk9Zjt7LB7N1C6NDByJBARAdSoAZw5A8yYAbi7yz1QxkwT5wYx8THiRD7b9Bl8Q3xlHCAzpTH7xhjnZfFx88HSVku1t5TzO8Y5Y5rDcc5YCteuXcOJEyfwww8/oF69esbr69ati9KlS+PChQuIj4/Hpk2b8OzZMwwcOBB58+Y13m/EiBGisoWqYkh0dDRWrFiBAgUKoH///sb7UWULXZdWO5IS6OCvvAZx6xDTMmtrPLTyQfv/WaNBA+D6dSBbNmDZMuDgQSnxwpgmjuM+PimO5wMqD0DrYq3FdlBkED5Z9wmi47T9C+n+/cCOHdK5Vm27uQ2TDk8yzsvy5yd/wtPZE3qNc8Y0h+OcsRSKFSsmWnqoqiW1mJgY2CTNN3r06FFx3qJFixT3qVq1KhwdHbE/6cPB2bNnERkZiebNm4uKGAParlOnjvF+SsNHBDXi1iGm4dCeOikOxQrGYO1a6TPLgAFSsqVrV24TYhpCJeaTJqUoNacPDItbLkZed+lXnROPTqDfv/2QmJgIrercGWjcWDrXooTEBNEKpqt5Wd4S54xpDsc5Y69wcHAQc7EkR/OrXL16FRUrVhTJFj8/P1hbW6MELY+ejK2trahwuXPnjrhM9yNUDZMaTbBLLUVKxIkWNeLWIaZB+/YBZcsCw7+xxYsYe1SrlojTp4FZs4DMmeUeHWMmRh8+evZ8pdTcw8kDf7X/C462juLyorOL8Nvp32QaJHtf1B60s8tOfJj7Q7Qq2kof87K8Q5wzpikc50xHwsLCxNwqhhO19byryTTpIoDevXuLc3q8u7s77O3tX7kvXf/48WPj/QitNpTW/eh2qqBRGk60qBGXJjINoWMorRxUty5w9SodRIElS4BDh6xE4oUxzR7HqScujeN5+RzlsbDFQuPlr7Z9hSMPjkCLhgwBxo6VzrUqp2tO7P9sP1Z8vEIf87K8Y5wzphkc50xHaPllSm4YTpOomusdnDp1Cr///ruoXulKZepJlSvOzs5p3p+SL7RikeF+JK37GpI0hvsqCR8R1Ihbh5gG0LL3NEl/0aIAzWFFn0+olfP6hWh0uzcO1rFcgss0jH4BGjfutaXmnUp3wuAPB4vt2IRYMV/L4zDplx0toQQL/TNoLdGSut3LwdYBmewzQXfeEueMaQLHOdMRmqQ2JCTEeBo1atRbHxMVFYXPPvtMbC9atMg4R4uLi4uYsyUtsbGxxtvofiSt+9L9Xneb3DjRokZcmshUjia1LV8eGDoUoEq/KlWAkyeBOXMAD2976VtXGmWEjGmG/dvjfEqDKaiTr45xctzTj09bcIAso7Zc34JWa1ohJCpE7qGoIs4ZUz2Oc6Yjrq6ucHNzM55oLpa3GTx4sEjQjBs3DlXoQ3+SnDlzIiAgIM1qFH9/f2ROmjuA7meY4yWt+xHDfZWEEy2MMYt58gTo0gWoVQu4dAnw9AQWLqRZx6XEi9E7HLQZU723xLlhhZpqPtVwqPshtCiaclZ+pjxXAq6g88bO2HJjCyovrAz/F9IHQF3j4znTA45zxtK0cuVK/Prrr2jQoAG++eabFLeVKVNGnJ85cybF9bTkM01w6+3tbWxXool1U9+P0DLS1FKUKZPyqkY50aJGSSVSjKlFXBwwcyYt9wasWCGtHvTll8CNG9L8cSnamqn0j/o9FVgCyJjJvGOce7l44XD3w6icqzK0KCyMJrmTztXOL9wPzVY1Q2i0NGlfae/S8HJ+deI+XeHjOdMDjnPG0nTs2DH06tULPj4+WLVqlVhhKLkmTZqI6xbSr67JrKY5BQDUrFlTnFMipXbt2li/fj2eP39uvB+tRrR3717j/ZSGEy1qxK1DTEUOH5aqVQYNkr5QVawIHD8OzJ8PZMmSxgOo9Jb6PbkEl2lZOuKcln1O7U6wtOSh2n3wAa0YIJ2rWURsBFquaYl7z6Wy5nLZy2FJqyVpvne6wsdzpgcc54y94urVq2jWrJnY3rhxI7JmzfrKfXLnzo2PP/4Yy5cvx4IFC8T8ZkeOHMH48ePh6ekpEjEGAwcOFHPCdOrUCcHBwSLh0q1bN0RGRqJz585QIl4nmDFmFrTk/fDhwPLl0mVKqtAPPlTBkjQH1uvRhHL8gYVpXQbiPCExASN3j8Ss47Owu+tu1MhTw2zDY+/+nnTZ2AUnHp0Ql33cfPBPx3/0OfltWvh4zvSA45yxFPr16ycSIpUqVRKJFjol17NnT+TPnx/z5s3D5cuXxZLPgwYNEokTWmVozZo1Yg4YA0rafP3115g2bRqyZcsmfsigiXBbt24tki9KxIkWNeLWIabwNqFffwW+/RYICZHahHr1AiZOBNJIZr+KSm9pOSL6dYh7nplWZTDOF55ZiKlHp4ptmnCV2oo+8FJ5OYjKDd81HH9d/Utsu9q7YmvHrWJJZ8bHc6YTHOeMveIwlbSDFrs4KU6p1a9fXyRavLy8cPr0aUydOhV79uwRl0eOHImKVAKfCt2nVq1aovolPDwcbdu2RZ8+faBUVomp1yBkivXw4UPR4+br6ytKrRhTGprUlpZoPndOulyhAjB3rrSqEGPs/cXGx4p5QHbd2WWsnjjS4wh83H2gRvSn7NEjIFcu+hsH1ZlyZApG7B4htm2sbPBvp3/RsGBDuYel29WeGHtfPOk4Y2nj76Hpx3O0qFFCgtwjYCwFWlmtRw+genUpyeLhIc3BQnOxpDvJQvFNT8hxzrQsg3FuZ2OH9Z+uF3OAEN9QXzRa0QiBEYFmGih7ne23thuTLOTX5r9ykiU1Pp4zPeA4Z4ylgRMtau3NYEwB4uOBefOAokWBJUuk6yjhcv26tKrQW+dieV1r3KJF3CLHtO094tzNwQ3bOm1DQY+C4vLVZ1dFlcuLmBdmGCh7nXr566FzaWkCvol1J6JX+V5yD0l5+HjO9IDjnDGWBm4dUhEu2WJK8t9/UpuQYUn7smWlpEvVqnKPjDF9oJWHqi+ujqfhT8Xl+gXqY3OHzXCyc4JaqL11iCbC3Xx9M1oVbcUrDMmMW4eYKXDrEGNp4++h6ccVLWrEpYlMRs+eAZ9/LiVUKMlCS7POmQOcOmWiJAvFt68vxznTNhPEeQGPAtjReQfcHdzF5d13duPjtR8jKi7KhANlqefISc7ayhqti7XmJMvr8PGc6QHHOWMsDZxoUSNuHWIytQn99htQpAiwcKF0XbduUpsQVbZkqE0oLVR6u24dl+AybTNRnJf2Li3aiAxLCd8IvIGgyCATDZIlt//efhSdUxRXAq7IPRT14OM50wOOc8ZYGjjRokb29nKPgOkMrcr24YfSvCvBwUDp0rRsmzQvi7e3iV+MlkYcMoSXSGTaZsI4r+pTVSRbymYviwPdDvDSwmZw4N4BMQ/O3ed3UWdZHdwOui33kNSBj+dMDzjOGWNp4ESLGnFpIrOQwEApuUIrB1FrkJsbMHMmcPq0tMKQ2eL71i2Oc6ZtJo7zGnlq4PQXp5HbjfumTW3v3b1ouqopImIjxOVKOSvxv/O74uM50wOOc8ZYGjjRotYeDsbMiD4rUHsQrSZE7UI0ZXaXLlKb0FdfAba2Zm6N27GDW+SYtpkhzmm+kOQoMTBkxxCERIWY7DX0ZtO1TWiysokxydKscDNs+HQDHGz5l+t3wsdzpgcc54yxNJjz6xIzFzs7uUfANIyqVWjOlePHpcslSwJz5wI1a1qwNY4GwJiWmTnOY+Jj8MnaT7Dt1jYcuH8A2ztth5eLl9leT4uWnF2CXlt6iZWFSMuiLbH2k7WcZEkPPp4zPeA4Z4ylgSta1IgrWpgZBAUBffsClSpJSRZXV2D6dGllIYslWQzxffkyxznTNjPH+b3n93Dy8UmxfebJGdRcWhN3g++a5bW0JjExET8f/Rk9NvcwJlm6lunKlSwZwcdzpgcc54yxNHCiRY24B5SZOJwWL5bahObPl9qEOnYErl0DBg+WoYCKPqgcO8YfWJi2mTnOi3gWwcFuB5HLNZe4fO3ZNVRZWAX/PfzPLK+nJYN3DMbXu742Xh5YZSCWtFoCW2suAk43Pp4zPeA4Z4ylgRMtasStQ8xEzp4FatQAevYEnj0DihcH9u0DVq4EcuaUsQS3Vy9eXYtpmwXi/AOvD3C4x2EU9SwqLgdEBIgVc9ZdXme219SCEl4ljNvja4/HjEYzXpn/hr0jPp4zPeA4Z4ylgT85qBFnzNl7ev4cGDAAqFhR+hEmUyZg2jTg3Dmgdm0FxDf1K3GcMy2zUJzny5wPx3oeQ518dcTlqLgofLr+U/xw8AdjWwxL6fMKn2Nk9ZFY2mopxtQaAysrK7mHpF58PGd6wHHOGEsDJ1rUiFuHWAZRW9CyZVKb0Jw5Uii1by+1CQ0dqpBiKe51ZnpgwTj3cPLA9s7b0b1sd+N13+37Dq3XtBaJFznVqgU0bCidy+WS/6VXrptUfxI+K/uZLOPRFD6eMz3gOGeMpYETLWqkiG/DTG0uXJAmte3WDfD3B4oVA3bvBtasAXJJ0zgoA5Xe0lrSXILLtMzCcW5vY49FLRdhYt2JsIJUoeHq4AoHG3knd6U2RVoVlc4tLS4hDt/s+Qal5pfCmktrLD8APeDjOdMDjnPGWBo40aJGcXFyj4CpSEgIMGgQUL48cPgw4OwMTJ4MnD8P1KsHZcY39TNxnDMtkyHOqQVm1EejsK3TNtTMWxMLmi/QbVvM47DHqL+8PiYdniQu99rcCw9CHsg9LO3h4znTA45zxlgaONHCmIbbhFaskNqEZs6UKlo/+URqExo+XME/vNDAfX2lc8a0SsY4b1SoEfZ/th8u9i4prt91e5dIQGh96eZVF1eh5LySOHD/gLiOVhP6vs738HHzkXt42sPHc6YHHOeMsTTwWoVqZMtvG3uzixeBfv2AQ4eky0WKALNnS3MhqKI17tNP5R4FY5qO89SVLPee30PbtW1F0mF+s/n4tMSnmqt2CXgRgD5b+2DD1Q3G62j567Xt1qKaTzVZx6ZZfDxnesBxzhhLA1e0qBGXJrLXCA0FhgwBypWTkixOTsDEidL8LKpIshjie/9+jnOmbQqL8xG7RyAsJgzBUcHosKEDmq9ujttBt83+unXrAiVKSOfmQqsrLTm7BCXmlUiRZOlYqiMu9LnASRYdxTljZsFxzhhLAydaGNMAqlZdvVqa4HbGDKlN6OOPpTahUaMAB3nnu0z/zlDGiEtwmZYpLM7nNZ0nqlgM/r35r0hMjN8/3qwrE924AVy5Ip2by/Rj09Fjcw8ERASIy1mds2Jdu3VY+fFKZHHKYr4XZoqLc8bMguOcMabGREtYWBieP3/+zqfIyMh0v8aMGTOQPXt27KdsdAbExsbi4MGDad4WHByMY8eO4datWzAZbh1iydCXFPo1uGNH4MkToFAhYNs2YMMGIE8eqLMEt2VLXl2LaZvC4tzT2RN/fvKnSEBQOw2Jjo/GuAPj8MHcD7D03FKxSo+pZcoEuLpK5+bSq3wveDl7ie12xdvhUp9L+KT4J+Z7QabYOGfMLDjOGWNqTLTUq1cPHh4e73waRMurpFNMTAz8/PxgY2OToTH+888/qFWrFlq3bv3KbefPn0e1atUwePBgmAyXJjKRhASGDQPKlJEqVh0dgQkTpPlZGjeGelF803qvHOdMyxQa55SAuNrvKr6u+rWYr8Uwf0v3v7uLZZDvBN8x6etR1R39EEznpvAo9BE2XHnZHkQyO2bGb81/w64uu8R8LN6ZvE3zYky1cc6YSXGcM8bSoPjSCBcXFzRr1kwkM96GJu5zprVr08k+afkV2wxWiixZskScf/755zh16hQcHR2Nz/XggbRcZM6cOXEt2SfJuLg4xMfHowx9S2YsHagyde1aYOhQ4NEj6bpWrYBffgHy5ZN7dIwxtXN1cMXUhlPRrWw3DN05FDtu7xDXx8bHKnZlnkv+lzD7+GwsO79MfBao6lMVOV1zGm9v80EbWcfHGGOMMX1RfKKFqky2bdsmkhfvev/0sksq9cvICgtXr17Fv//+i4oVK4qEECVYKIGS2oIFC8Qpubx58+LevXvpfk1uHdIvytX17w/s2SNdLlAAmDULaNYM2kHx3aiR3KNgDHqP8xLZSmB75+04eP8gvt37Lb6o8AXsbFKWxs89MRe189UW97W0iNgI/H3tbyw6uwh77iYdFJNMPTIVMxrPsPiYmPrinLH3xnHOGEuD4r+xU9KiYcOGWLdu3Vvv6+rqmmaSw5yGDh0qXnMILfUCICgoCE5OTiLhY21tjaVLl6J79+5Yu3Yt2rVrJ+6TmJiIqKgoMbdLhnBpou6EhwM//ABMn05zAkmT29IktyNGSC1DmkI7SJPMNGnC/c5Mu1QU5zXz1sSBbgdeuf6C3wX039ZfbJfNXhb/K/k/NC/SHB9k/cBsS0O/iHmB3Xd24+/rf2P9lfVipaTkXO1d0adiHwyrPswsr8+0G+eMZRjHOWNMjYmWFy9eiElqKYnyLiIiIt54O01Me/z4cbRs2RIFqBwgDZQ4mTt3LooVKyaSPK9D7UxUbUOqVq0qzt3c3ES7EM37Yqh4IXQ5+YS4OXLkEPdl7G1tQjSpLU3x8/ChdF3z5sDMmVI1iybRFzT6v2GmL2qMKYLK4jytxAm16hice3pOnGiZ6HyZ86FBgQZi2WQ6FcpSCNZWaU8JR/NMBQcDHh7A1KlvH0e3v7uJBEtq9BoDKg8Q7U5uDvy3VTFUFueMZQjHOWNMjYmWPXv2pKtKxeEt69iuX78e06dPF3O5fPHFF2nex9fXF8OGDUPRokVx7tw5UZmSmr+/v5iTJS2UxKFJcJPr3LnzK0kaajXKEG4d0gVa7nTAAGDnTukyzb9CbUItWkDbKL5r15Z7FIyZlwbifGK9iSjtXRorLq7AiUcnjNfT5Lm/n/ldnAi1Fu37bF+Kx268ulGsarT4j1YI8nOCR7YXKNR+Bfxe+OFx2GM8CHmAywGXcbj7Yfi4v5wXpmmhpsZEC1Wv0CpCXct0xUd5P3ptMofJSANxzthbcZwzxtKgyE8lN27cwIkTJ3DlyhU8evQIT58+fecTzXly9uxZUbkSSksZpLJ582aRjDG08aQlX7586N+/Py5evIg//vjjldup5adDhw7i9fLnz//K7dQ6VKVKFdEilPpE4zLc522io6PFPhhOtNQ1qVghAblzA/v3xL9sI4qNxd2bceL63LkTMaBfgnQ9VdYkJapaNqfHJYr7iOsTku4THY2li6XnpNv/Wv/yeiqpCAulx0inTp0SpesJPT46Gt27S4+jU2Bg0vVJFT3//B1vfM0Fv768Xow7NlZUZdDtjRslvLw+aZ+GDX352OuXYl/ua0wMjh2m26THTvox2b4m7ZP0b5SIihWT9iPZvk6a+HJ/jh1NlMpGkvbp+tWX/0bDvk61rzExYjUfur1A/kTpevq3TdqnBfNfjpf2W5SSJu1ToN/L96b7Z0ljiX25T53+9/KxTx/EYPSoBJQsKSVZ7OwSxfKnMTGJCAxI9t4k7ZNhX1q2TBpv4st9okSN4fa7d1++Z2T/3pf7On1asvcmaZ9Kl5YeW6N6svcmaZ/Gj3053tPHk703sbG4ePblvtJ+pI7DunWk1y1W7NX3Zs7spDFlicDOrbEv35vERDx5bHjfgN5fvBqH9F/asK/ipmTvzaoVL/d11R8p35vo8FjjeNt98up70/vzl/v65P7L/aDn3rntZRzS2FO/N8WKSq9Ly2+nfm9Gf/MyDmmlqOTvzemTL8c7ftyr702NGtJrli716nszferL8fIxQsHHiA3RwKpVxlhLzzEiLDBlHNL7YXgsvU+WOkbUq+qFyW37w27JMdwccBMzGkxD/Xz1YGdtB+wfA/zsK05uz2q9coxo+2EV/K9aDQQFS3EbHBmML7d+ibH7x+K3AZ9iW58FePDDDlx+fC7Fe/N0T1u4zA6C5/wIrCztj0UtF6JWjg9hDSs+RijxGEF9r3/+KWLW3MeIcT0ri6ut4uLFiSz5qRi616ovTo9uOBqvt4qJxbXTbtJtNetj3a8FjNcb9mnIxzXE7UPafgTrZNfT9rrfChofe+1MZvGeifsAeHjbWVxPty+ZXMx4PT2enn9sryrits/r1TW+Z+J1AexYndv42JO7s8IqVnpvaNxhz6yNrzlzZGnp+tg44z79PKSMcV8jgxON7xk999Ed3sbH7tkgLd+efJ8Mr/lDn0rS9UlxSNu/TShpfOzTh07iMYZ9uvifh/GxmxblM+6HYZ8GtKwlbhvxv2ov35ukfVozq5BxvLfPZXr53sTG4f4VF+Nr/jG9yMv3Jmmfvu0i/Rv2aVLnlffmnz/yGh979nDWl+9NYiKC/OyN4537XakU7w1t/zSwQsaOEcERyO0Zgdy5+BjBnyPU8V0jI58jKlZMGg9Td6KFKk4oUVGiRAl88MEH6ToVL14c5cuXF0sqX7hwIcXzUpUJte9QJQktBf0m3377rWjtGTdu3CtzqdDqQZQIqlmzJgYOHPjKY2l+FmpPolLr1CdDi1FaVTKpTZo0Ce7u7sYT7Rvx87cWq81E/3f25ayo27Yh/sRpcf2jR1YIvkVHIYgPOEiqrgm4GiBuEyvV/P47cCdpmc65c/HicYjxsRH+ST3vkyaJNYQTo2OSHmeFZ0/jpevJs2di0hA64BluF/8f6Xnp+QFE3n5sfM3wG4+l8ZCTJ4GNG42v6X8rKSlG+5O0T8EXHhofG7djj/SYpH2KvnLb+NjQu0n7mmyfnt5+IW57+lQElDTWpH0KffZyf+gDtFgnOWmf4gKCja8Z/OiF+LcRkvbJ3z9pXx8mHYTo3zZpn8Kv+hofG3n2mtSvm7RPCfsPGscbeCtIun7jRuM+PbvkZ3xs5bIxmPiTtTg2Nil+H5OGPhNDfPzYSrxPQrJ9MuxLgH+itB90ME7aJyrJN9wujqf0Akn7FH3/qfE1Q+88A5YvT7FPT55Ij6V/S+HwYeM+hVx8ua8xB/6Tbkvap9jzlCCVHvv8dtJ7Q8+dtOqW37Xn4rbHj6XYMy6dNH06wp5GSM8b7Iyo51HSviTtU3xIuPE1g55GS/8G0j+AeJ6AgJf7KtDrJe1TxPWX4424ck/6tzfs044dxvEG3Hhu/P9k2Kegiy9jOH7TFuP/J3ruqNuPjI8Nux9s/P9k2KfH92PFbX5+L/8/GfbpeVCCcbziEJP0/4nEPHr5fzXkQajx/5Nhnyiu6XbxgS3Z/ycSevnlvvIxQsHHiPM3pH5AKjVP5zEicdXql+sh//47Iu77Gx8r1zGCWncGxVTALo+vEDwiGO1cWgBh9GkuN0oGuaU4RkScvYDE0JzS7Ylp/C184S3dFp4TgZvXpDhGINgaLwI9EOjnhMSwpA/UfIxQ7jFiyhTA0xOJMbFmP0a8eCB9ach67Lw4kfgbISJW6ORx+CIyX7wprs+17TDsbwVIt/k7Ie5hlLg+77qdcPalgwIQ9iBR3B78zAEFlmyCfbB0DCr02zpEBePlYyMTYfsiUlxPrINeiOvp9ki/BORbuVVcT89Lzx8S5CBuC3oqrXjpfu2eGI9w+7nxsfZXnyDbodPGffI4ccX4mlH3pC9m2Xf/Z9yn6JsRxn3N9c8hZLojxRi9Jh6FGx8b7yc9Nvk+GV4zJNBO7Id1bJxxn8JD7YyPTYi3gqNfoHGfrB+FGB8b9zASPn/vS7FPwQHSvob5Sl/Qspy+YtynhBvPjeN1PXVD3GbYJ6drvsbXjH0gvTf03IZ9enGXvlQ6IcjfQYyFxmTYp5hn8S/3NSRO7Ithn6zDo43jffHMStyfGPYpNMg+Y8eIXbvwKMgZjx7zMYI/R6jju0ZGPkf4+XFrXHopsgfll19+ESeqJqH2HqoESX7byJEjRXVHZGSkaAFKviwz3Zeup8lmU8/rsmzZMnHetWvXt46BEjGDBg3C999/j8WLF6N3797G20qVKiUmt6Vk0OrVq9N8PC3bvGbNmleup2QPVcO8i1GjRhkn2SVU3UPJFm/vRFGl6PBhOaBW0r9NkyawuWeFXOKHikR4FPKUrm/fnjI/YtPrAy/kiqb7W9Fa1C9bkPr1g8tKO+NjnbMl/bvRbKv29nRv5MolvU7W7DbS9eJCVmDIEHh++fJ2a2srafKQpLYqp4I5k26zQqYiOaXxkEqVQClgek2q1MhWKKmnvl69l+9B6dzIdVV6rG2jekCxpP/g7dvD4YSNcbxu+ZP2Ndk+ZS/oAvglInt2KzFG4+Rko0bB7Wd743gdMtkBrnbGfbL18jCO1yOXi/i3EZL2KdsWaV/t7ZK+HNDy3FR6AiDTBz7GxzqVKwY0KWLcJ+tAGMfrWSiLdH2bNsZ+Xvu83nC4Sb+gWME3OBPy5EnEzJlWaNUkBzZusTU+1iWnu/TYZPtk2BevbFbG90ycRo2Cx9cvb7exsZIGkbRPDnmzG8frViAr/cdIsU85plIrXiKy53WRrqefP5L+L7qX8kGuE9Jj7Wt9CFRIem/atIHdpZdxmLlg0ntDz50Uh97FMiPEJhGZMllJYzG8N0OGwHXByzh0zJoJoM+hSftk425436yQJbuD9G8g/QOI5/E69nJfRYxTyUzhwuKSc9GX741z8XxAmzwv9ykq0fiaXkUyG/8/Gd6bLKVyItdD6bE2rVsAuZNWNuvaFY57Xsaha96k5G2yfcqZ1w7hLxLh7Z3svUmKw8zjrY3jtbOzMv5/EvGQy8s4Xvc8bsb/T4Z9yr4UiIpKRBYP+xT/n4hbiZf7yscIBR8jKhQHmhaTxvMOx4isJb2Ri36lhhWsOv4PyJwUh59/DufNyjpGuNjZoUSFcjh6Tnrsxy0HpDhG2JyPReZs4dLf6xf2oB+VMzu6Y1qzBfBy9caEHbnxyC4ebq6u6DRo8euPER5OfIxQ+jFi9GjpGBFm/mOESx5pjM+qlkl6jwGbIu7wvB0ptoNrlIJLAemHg0dNaiDmoic8vSNpuLDNLc0qf79dQyTaSs/jmscKcYGR8MgajTvdWyMh6fpbvdvBcQlePtbp/+3dCbxN5frA8cc8z/OUIvOUoXINRUSFJBVRKmmQFLndBlHSeE3liu6lUFFpoNQ/VMiQMYQMmZJjlnk+WP/P8y5rd4aNczjn7L3W+/t+Prt1ztrDWfv0eM/az3re500np3JkM/vVmfw5pEDhY+ZXlK1IevmjoztN/Gipoub188w4YZ6bMaP7IepAxcvlYLmz8VY2b+i5JysVk10Na4fe08H9mUI/M+vl7jT5HU3rhuIwS7nsUuCg+163tmwo2XK7r68/U2bkDD03QxH3uXHfk/cz8xSINe/jTKaM5qZf53wzNvTc9BkcOV6kQOg9nSmRJ/TcjCWzyZbWjeO9p3zvnZBMmc9IruLuMe7Vce/seUT68nmlwAr3eA/VKS97qx4Ivadj6/KEfmamy9z/N/raTgZ3XM1xRUYpkOGYZM1+2hyL9z70PWX+NMPf7zXP3+/DvKecWULHm6OgYx6vvPeUe9lJxgjOIwL7WeNSzyNOnXLchB+SLJ0TN4sRZUaNGhW2D4pO/fnhhx+kYcOGYZ+nyygnfJ5OwylRooSpKtm2bVtoSWc1bNgw6d69u5nWU7du3dD+/fv3S6lSpSR//vyyYcOGeAmdhM/dtGmTmXKkGjRoIKdOnZL58+cnerzu06qWGTNmSKNkzueMiYkxx7Nl40YpGWbKEvxHezdrglsv+ukFCv37qc0hn39eJHt2sZP+IjRzr38ovRMKIGiIc0NLlfUqmp7geQ2/ESBpGOeT105O1deHHVpVuIhGeIznsEDoc+iWLVLSzA2DL6cOJbRu3brQrbdeHdF5cXXqmIa1V155Zei+ESNGmPtuvPHGRK+h1SV//fWXdOzYMV6S5Xzy5s1rlmbWVYTCVaecz4WmDl2SJEw7QnTT9ObXX4tUqeIu26x/o3WBK51jq99bm2RRelVEfzFnr44AgUScxzN+z43uVcazvcgQEMQ5bECcAwjDF5/YNeHh3bwmslmzZpU77rjDVJrkzJnTJFy0ea1O2fEqSzy6atEr+unVVEeFXynoXLQprvKSOEmlx6FLOye8JTdhExYDua9t2OCuHNS6tcgff4iUKqWrYYlMmSJS/mwFoNU0vmvVIs4RbMR5PGVO/S4yfbqI9iLTLYKBOIcNiHMAfk20FCpUKHTTJrWea665RsqUKSMffPCBnDx5UiZNmiQdOnRI9PxZs2bJ5s2bTaWLNthNjvLly5ulme+77z6JGgma88Ifjh0Teekl96LHt9+60x6ffVZk9WqRtm1DUyih5T2jRv3dNR4IIuI8nt8zVnbnvevvQytbHnvMXbEG/kacwwbEOQC/NMNNKGEz3GeeeUa++uoradKkiWkWq81xjx49Knv37jVTfRJq3LixWW0o3HLPSRFuiecL0aa3ugpSqmDqkO9oYuWJJ/5uvt60qch//uP2JEMCekVIp9hxZQhBRpzHcyB9fpHLy4qsXSvSq5eWkbqrKbz3nrjrmsKXiHPYgDgHEEZUf2I/c3bt7tGjR5veLO3atZO3337bVK906dLFJFZ0KpAmNPr162cqT7TqJZzLLrtMqp7t2JwWdEUiTRAlvGnD3UvGQO4bmza5U4RatnSTLNrwccIEkWnTSLKcE3OdYQPiPJ5D6XOL5MghUrOmyOzZ7nKWpUu71S26IgPVLf5EnMMGxDkAv1S0LF68WFq2bCk7z64hpVUrOk1IVwTSHi3a9Xj37t3mvt9//92sIqTLHo8ZM8b0Y3nxxReltJ6gJZE2u1XhVhW6EF1dSGlFzaBBg8zx7dixwySJ3n333USP19WJ1Ndffy0rV640vWVuuumm5P1Qpg5FvePHRQYMEHntNfdrDa2ePUX69hXJmTPSRxfltPR25Eh3CT269yOoiPN4DqfLLaJVp1p+ryvy6ap92qtl+HCRZ54R+b//E5k7V6R48UgfKpKDOIcNiHMAfkm01KpVyyRadGWh6667zlSs6Io9asCAASa5oVUtmljRni3XX3+9jB8/3iyZfP/995v9urrP5MmTzdLM4WhCRqtO1q5dK4cPH5bMmTObfi/JpctGK52W9Nxzz5lES4YMGSR9+vTx+snEVaBAAXOMsbGxpqdMshMtZMyjmla7d+/uNr1VjRvrMuBuj0ckgWalmjd3t0BQEeeJK1o00XL99W7TKm1g1aaNdqQXuflmkX//W69sRPowkVzEOWxAnAMIIypHBE1SjNKrWudJbOzatcus4KOrAvXp08ckYpo1a2Z6sWgS48iRI+dMsihNhrRp08b8nBtuuEEeeeSR8z7+XDTh41XDeF+nOnq0RKXNm0V69BCZNMn9vlgxkcGDRdq1o9FtsuP7yisjfRRA6iLOw1e0KE2qaI8zLQvUDuJly4r897+RPkRcDOIcNiDOAYSRzonbadZn9NC9Shcb6JSpUqVKyZYNG6TkRVTfIHVo7m/QIBFdQVxXFtKCI0246DSh3LkjfXQ+/YW+847blyFLlkgfDZA6iHOjZEmRrVtFnsw7Vt7af7/7e9HSe61oGTrUbY5bqlSkDxM+iPPJayen6uvDDq0qtEr+kxjPYdPn0C1bpKT+8cYF+bo0wqYkSzyUJkYNbWpbrZpI795ukkWr3pctExk4kCTLRdN1r++8090CQUWcx3NYpw6pQ4fc7fPPi+TKJfLccxE9Llwi4hw2IM6B85oxY4aZ/fHHH3+EvX/s2LFm0RptwaGtQ861eMzq1atNe5F8+fJJsWLF5DVthhnFfJ1osRZThyJuyxaRO+5wp+SuWydStKjIRx/pQCKShotbBTe+9Qo2cY4gI87j+TVTHZEWLf7uFq6Z6ldfFRk3zm2MC38izmED4hw476Iz7dq1M/1Rwxk4cKDpsao9U7t27WpaiDRt2lTW6QesOHQBnAYNGsi0adPktttuk+bNm5v2IdGcbGFE8KO06gWDsL/6N990l2b+4ou/pwmtWSPSsSO9WFKEluC+/rq7BYKKOI9ne8ZSIt98E7/s/oEHRGrUcAdZ/85ythtxDhsQ50BYv/32mzRs2DC0WnBCWuHSu3dvKVu2rCxdulQGDx4sc+fOlXLlysmTTz4Z77Hal3Xv3r3y+eefy+jRo01P1jfeeEP69+8fWkE42pBo8SOmDkXEDz+IVK/utg44elSkQQORJUtEhgwRyZMn0kcXIFp6++CDlOAi2Ihz48cfRVaudLeJaCb7rbdEFiwQ+fjjCBwdLhlxDhsQ50DYni7169eXPHnyyMMPPxz2MR988IFZTKZv375mOpDKlCmT9OrVS6ZOnSp//fWX2aeJlO+//14aN24st956a+j5jz32mHn8l19+KdGIRIsfUZqYpmJi3JWDbrzR7ctYuLDOJRSZNctNvCAV4lt/ycQ5gow4NypUEKlSxd2G1aiRyO23izzzjJvhhr8Q57ABcQ4ksmfPHrnllltk9uzZpp9KOD///LPpuap9V+LSFYHPnDljnus9TrVqFb9ZdY4cOeTaa6+VmTNnSjRiRPAjpg6l2a9ZVxfVaUITJrh/P7t3d5MtnToxTSjVaOmtLulKCS6CjDhPOl3uedcut8s4/IU4hw2IcyCRatWqyfjx401Fy7ns3LlTSpQoIfnz54+3X/dlyZJFNm7cGHqcqh7mCrdOO/IeF21ItPgRpYmpTpvaXnWVyL/+JXLkiEi9eiK//OKuNpo3b6SPLuB0adennnK3QFAR50lXtqzbp0UbZGmJIfyDOIcNiHNY5NChQ3Lw4MHQ7cQ5EowZdPrvBejzCxUqFPY+TdBs27Yt9DgV7rFxHxdtSLQAcei/0w4dtGRNlxDTf9Aio0eLaOWaJl6QRuI2xASCijiX8eNFRo1yt+fVu7e7IpEu+wx/Ic5hA+IclqhcubJJbni317UR9EXKmDGjZM+ePex9mTNnlqNnpwzr41S4x8Z9XLQh0eJHsbGRPoJA/koHD3b7BGjPRZ0m1K2bO03o/vuZdpvmc7Z00GaKHIKMODe0avChh9zteelyz6+8IvLhhyILF6bR0eGSEeewAXEOi6xatUoOHDgQuj333HMX/Vo5cuQwzXDDiY2NDd2nj1PhHhv3cdGGj49+xNShFPXTTyI1a4r06iVy+LDItdeKLFokMmyYyNkG2EhLWnqrgzYluAgy4jz5Ond2O5Cz3LN/EOewAXEOi+TKlUty584dumkvlYtVvHhxs8RzQqdPnzZLOec9269BH6fCPXbXrl2hx0UbEi2w1vbtIvfc4y5q8dtvIgUKuCXs2ti6Vq1IH53laCgHGxDnps/tyJHu9oK85Z7nzRP59NM0ODqkCOIcNiDOgWSrUaOG7N69W7Zs2RJv/9KlS02lSpEiRUKPU0uWLEn0GgsXLgw9LtqQaPEjpg5dklOnRN5+211NaNw4d/WgRx8V+f13kQcfZJpQxGn5n87jitIyQCBFEOeG9sTq0sXdJknjxiK33ebONTp2LJWPDpeMOIcNiHPgorRo0cJs33vvvXj7P9Y+DiJy3XXXmW25cuXMbezYsSYB41m+fLmZyuQ9LtrwkdKPKE28aHPmuNUqWnmuDazr1BFZsEBkxAiRBCuLIVK0BFGXSaSxHIKMOL94AwaI7NghMmhQpI8EF0KcwwbEOXBR6tWrJ3Xq1JE333xTvv76a7Nv0qRJMnz4cClfvrxcc801occ++eSTsn79eunatascO3ZMtm7dKp07dxbHcaRjx44SjUi0+NGZM5E+At/R5dfvu0+kYUORFSvcpMp//ysyf77I1VdH+uiQKL537SLOEWzE+cW78ko943KbT0bpko44iziHDYhz4KKNGzdOChQoIK1btzZNb9u0aSPp06eX0aNHSzqddnDWY489JnfddZepftGeLKVLl5ZffvlFevToIQ0aNJBoRKLFr3NfkORflTa11dWEPvjAnSakK1zoakIPP+xO+UeU0ZJALSFkihyCjDg3dCzWHlm6TZYXXtBlCFjuOdoR57ABcQ5ctPLly5spQL169ZJatWrJPffcI8uWLTPVLnFp0uXTTz8104caNWokTZo0kfHjx8uQIUMkWqVztN4GvhATEyOlSpUyDYNKliwZ6cOJetrUVpdoXrbM/b52bZF33nFXFQIARJ7+Kdu6VaRECf0bl8wna1miNtjSZeJ0HiisNnnt5EgfAgKgVYVWkT4EICrxOTT5qGjxI0oTz0urN3UV0Pr13SSLLtGsPVi0FwtJFp/Et3YfJ84RZMT5pdPu5dWqsdxzNCPOYQPiHEAYJFr8iKlDYZ0+LTJ8uDtNaPRod58mXLQkXS96Mk3IJ7T09rPPKMFFsBHnly5jRhEtGZ471/1dIvoQ57ABcQ4gDKYO+QglW+emTW11mpC3vPpVV7lJl3/8I9JHBgBIlalDntatRX79VWT1apFs2VL4COEXTB1CSmDqEBAen0OTj4oWP6I0MWTPHre5rSZUNMmSJ4/b/HbxYpIsvo7v9euJcwQbcZ5yBg50Vx+K4oZ41iLOYQPiHEAYJFr8OkfGcvor0D6I5cuLjBrl7rv/fneakFa2ME3I51Pjpk5lihyCjThPOeXKiXTvLvLaayLbt0f6aBAXcQ4bEOcAwiDR4keZMonNdIGJunXdviv79olUry4yZ47bl6VIkUgfHS5Z5sxutky3QFAR5ymrTx+RrFlFeveO9JEgLuIcNiDOAYRBosWPLK1o+esvN7miKwfp1KDcuUXeflvkl1/cFYYQoPj+7Tdr4xyWIM5TVt68Ii+/LDJmjPtHAdGBOIcNiHMAYZBo8SPL5oDq29XpQbqakE4X0vbN997rThN64gl34QkEiJ6ozJvHCQuCjThPeQ8/LFKpkkjPniz3HC2Ic9iAOAcQBokWP7Jo6pBemNSmttrwVitaqlYV+eknkQ8+EClaNNJHh1ShpbddulCCi2AjzlNvuefZs0W++CLSRwNFnMMGxDmAMEi0+JEFGfO9e0Uee0zk6qtFFi4UyZVLZPBgd2Wh666L9NEh1eNb/0dbEOewGHGeOpo1E2nRQuTpp0WOH4/00YA4hw2IcwBhkGjxowBPHdK39v777jShESPc6u8OHUTWrHGrwS0q5rEXc51hA+I8dZd7jokReeutSB8JiHPYgDgHEAaJFj8KaLZh6VKRBg1EHnxQZM8ekcqVRWbMEBk3TqR48UgfHdKMlt5qEx5KcBFkxHnqqVjRXQHk1VfdPyaIHOIcNiDOAYRBosWPTp2SINm/X6R7d5E6ddxeYjlzuhckly0TadQo0keHiMS3BkLA4hyIhzhPXX37ulOIYmMjfSR2I85hA+IcQBgkWhAxOi1o7Fh3mtCwYe60oXbt3GlCvXoFtnAHSQmMLVtYNQTBRpynrvz5RT75RKRYsUgfid2Ic9iAOAcQBgvj+lEA1jP+9VeRxx8XmTPn70pvTbY0aRLpI0PEaYbtrrsifRRA6iLOYQPiHDYgzgGEQUWLH/m4NPHAAZEnnxSpVctNsmTPLvLmm27ihSQLQvE9c6av4xy4IOIcNiDOYQPiHEAY/i+NgC9oNaU2tf3nP0V27nT33XGHu2RzqVKRPjpEXbAcPEgJLoKNODfuvltk3z6RfPlSuRFYliwi2bKl3s/QD1iHD6f+z/Eb4hw2IM4BhEGixY98NnVoxQp3AYjZs93vy5cX+c9/RJo1i/SRIWpLcG+9NdJHAaQu4twYMCDMzkOHkrdM6oWSGx9+KNK7t8j48SItW1749X7/3S23LFky6cegS+TpHzVtMKbd3OEizmED4hxAGEwd8iOflCZqcv+pp0Rq1nSTLHoe/NprIsuXk2TBBeJ76lTfxDlwUYjzc9N5pFriktRbjx7nfz39PeuV5uuvT5zQ0aTKDz+IvPuuyKOPilSp4nZof/jh5B2zJmYU1SzxEeewAXEOIAx/lUbAF/R8Vhd70At727e7+26/XWTIEJHLLov00QEAolqOHO7SzN98c+HHpkv3d5IjHJ3Oo70T2rYVyZXLTcpohYvuP3ky/mOvvNItuWzaVKRcOZGjR8//2nFlyOBuf/tN5KOPEt+vy+qdOOE2KKtdO2mvCQAAfItEix9F8dShVavcaUJ6Xuudt+o0oZtuivSRwVfx3bx5pI8CSF3E+fmTFt99J5I1a9Iffy46XejIkb9XBNGEhyZYNNmSN697mz/f7dL+f//nJlguxcSJ7u1cXn/drkQLcQ4bEOcAwmDqkB9FYWmiVmA//bRIjRpukkXPj/v3d/uzkGRBssTGinz9tbsFgoo4NypWFMmd292GaH8WnV+6Z8+Fb97jz2XkSHerU4K8Xgra00UTL/ozrrlG5PLL3fsSVrhcDO0Fc+xY4ps25NUSz8ceE6sQ57ABcQ4gjOgtjYBvpglNmOD2Ytm2zd3XurXIW2/9fe4KJItOBdBPXroFgoo4N3QGjybqdRuiFSiasdepPkmhU3zCmTVLZPHi+PvC/b69virHj0uKXNkOV4mj+/LkEesQ57ABcQ4gDBItfhQlU4fWrBF5/HGRH390vy9TRmToUHdqPXBJ8d2oUaSPAkhdxLmhLVE0/1CkSJyd+kcluasOhdO3b9J7wngJnqRYvVpk7tz4+zZudLdLloiMGpX4Ofnzu83KbEOcwwbEOYAwouMTO3w1dUivPL7yisjgwW6VpJ7jPvecyDPPJH1KPXBOGlTa46BNG7fMHwgi4tyYPv3sF7r6z8L9IjlziqRPn/zSSq1G0ZtOEdIry/q7/eknkX/8Q2TevPiP16a0cRvWbt7sbrX57p9/uq+nj9GbrkSUsAeMLqP3yCPhj2XyZPeWkC6/Z2OihTiHDYhzAGGQaEGS6bnnF1+I9OwpEhPj7mvZUuTtt91qFiBFaOltqVKU4CLYiPP4NHP/3/9e+utoEqRSJbfcsnJlkfbtEyda9GqBJlAS0j9m+iHJS9xo49wHH0ycaPEqaEaPFrn//gsfk86jzZxZrEScwwbEOYAwaIbrRxGYOqQXG7Wp7Z13ukkWPW/Uvl964Y4kC1I8vvUqdJRMkQNSBXEenzb20qax//uf+70mO7zbkCFuckOb1R444F49jnu/JkR02s9ff4lce62bLGnSxE2chKuOKVDATbbEvek+XXlIv9bX0qlLmmw5V7+V5LL1KjdxDhsQ5wDCINHiR2nY1VzPN3URhapVRaZNc891ddq7LuPcqlWaHQZs4i29mhIrgADRijhPnLzQm3dFWLfeTcso1YIFbkMXTVrEvV+TKePGuX1Q9D6dOvTBByJNmyb95+uyzuvXJ633y8VctT7fEtRBRpzDBsQ5gDBIvfpRcuevXwS9SDhpkkiPHu6UdXXzzW6z2yuvTPUfD5vpBxLts2DrBxPYgTg3OnZ0V2kuWNDNlYSsW/f312PGiAwcKFKnjsjTT7u9EL77zr3vhx9EunYVufHGSzsQ/X8RahiTxD5p2hFeV0e6EK2MiXBvtYghzmED4hxAGCRa/CiVB3I9v33iCZEpU9zvL7vMrcDWZZuZfoo0ie9atSJ9FEDqIs4N7Ve7datIiRIJ7sibN/Hyy1rxcscdbtJFm+YWLepOK6pRw53PejG04a1WruiUo/feE9m2TaR48fM/x1ud6M033VtSJHqDliDOYQPiHEAYTB3yo1SaOnT0qEifPu40IU2yaO8+nTakK1nedhtJFqQRLb3V5VEpwUWQEefnV6jQ37cXXvh7/zXXuI3BdGqQ/u609LJDh4v7GcuWiVx/vVvC2bixu0+bj13IXXe5VySSc9PjtBFxDhsQ5wDCINHiRyk8dUjPMfXcUqseddlm/TvRrJnIihXu99mzp+iPAy58ZUibylGCiyAjzs8vYTNc3X71ldus9qmn3D9Or70msnevyAMPJP/158wRueEGt4JF5y7pnNjq1UXeecf9Wernn91pP3F9/LE7j3btWvc5WvLpfe3dNmxwO8jH3bdwoZ3JFuIcNiDOAYRBosWPUnAg1/NBbWqr04L++MNdne7zz92KlvLlU+zHAEnHXGfYgDgPT1cQ8pZO1pLKdu3cuat6BaBLFzex8tBD7hLO/fqJ3HOPW/WSnNLNgwfdqwlly7o/x3u+zpldudKtllEDBohUqxb/+Tq9SJeLLlnS/V6PSf+Aes3MdOWke+8VeeQR92cpXSlJv9deMvv3i1WIc9iAOAcQBokWS6cO6bngSy+5fxe+/dZdqOHZZ91pQm3bMk0IEaQfqPSqMiW4CDLiPJ7qJxe7PVc0IaG0amXxYpGKFd3pPbps6u7dbgXJpk1uJUrlym6j3M6dRTZvDv/C3u/X+7s5a5b7tS7/rBUxN90k8p//uPd16uRWtejP1uYx8+eLXHXV36+1fLnIjz+KtGjh9oVRmlTRpaCHD/+7n4wmiGJi3F4ySldK0l4uO3aIPPOMWIU4hw2IcwBhkGjxo0vMmGtiRfuw6MVA7QOoK2Dq+ePrr4vkyJFiRwlcHP1A1by5uwWCijiPZ0WmWiItW4qMGCHy229u5crUqe4fKr0ioKv26IeY//1PpEEDkbp13R4r+gdNSzCvuEKkfn33eXF5H3y87Z13uskRXblIky1a0vnkkyITJrhXHHRqkFbVNGrkJkb0sR4vSRK3Z4y+hpaCaqWL9zO0ckUb6mqi5a+/3H2aDKpd2+3joNOIbEGcwwbEOYAwGBEs6tGiFwF1uWav158ugqBT33URBypYEFXxzRriCDriPB4nXXo3CRGOXhFQu3aJfPKJyOOPu53b9Q+XTgFav96tbNHVgPLnj/9cr5LFS4K8+KKbSPH+juo0oTZt/p4rq1UyOjVI/zjq9CBNxCjt1VKzpluxokkej77Oww+7KxdpZYvSTvJ9+7oVON6KSXqs+rMHD3YfawviHDYgzgGEkc5xvK5viHYxMTFSqlQp2bJhg5TUVReSSM8Pdaq5Vknr15pw79nTPQ/UFTKBqKIfqrQEt1s3uz6QwC7EuaG5DG95Z51tc0F6ysKVAf9IwzifvHZyqr4+7NCqwtnkanIwnsOmz6FbtkhJr08ZzouKFj9KRmnid9+JdO/uNr1VuoLlsGHuRTsgKmn5vpb36xYIKuL84pBk8RfiHDYgzgGEQaIloFOHtC+gThPyVpMsVsytWNYFHDhPRdTHt/Y8AIKMOIcNiHPYgDgHEAbNcP3oPF3NtXpRpwjpypeaZNG+ub16iaxZI9K+PUkW+IAGsXZm9voyAEFEnMMGxDlsQJwDCINES4CmDk2bJlKtmruypC7frCti6qIMuvBB7txpfpTAxdHS2wcfpAQXwUacwwbEOWxAnANh7du3Tx577DEpUaKE5MqVS+6//345ePCg2IKpQwGYOrRli9vc9osv3O+LFnWTKx06UMECn8Z34cKRPgogdRHnsAFxDhsQ50Aix44dk+bNm8uiRYvMtnz58vLRRx/J9u3bZerUqWIDKlp8PHVIN2+8IVKxoptk0WlC2pdFpwl17EiSBT6lpbcvvUQJLoKNOIcNiHPYgDgHEhkyZIhJsjz11FMyZcoUGTp0qNlOmzZNJkyYIDZgeWc/Lqv155+yZm0pefxxkbVr3fsaNHBXlqtePdJHCVwiHZIOHRLJlYtsIYKLOL+45Z3hL2kY5yzvjIgt78x4Dgskd3nnMmXKyO7du2XHjh2SI0eO0P4mTZqYaUSTvBVbAoyKFh/q+lg2ufFGN8milYpjx4rMmkWSBQGSJUukjwBIfcQ5bECcwwbEORCiyZVNmzbJDTfcEC/JonTfzJkzxQYkWnzom28ym+mg3bu7yZZOnUigI0B0Tpx27z/P6lqA7xHnsAFxDhsQ50A8O3fuNNvqYaoAypYtKwcOHJC9e/dK0NEM14dq1z4lo0aJXHVVpI8ESAWZM4s895y7BYKKODdWr3ar7rlYEFDEOWxAnMMihw4dirdyUJYsWcwtLu/+QoUKJXp+njx5zHbbtm2SP39+CTIqWnzoyy+OkGRBsNFQDjYgzk1Lg9y53S0CijiHDYhzWKJy5comWeLdXtdqrgQyZnRrObJnz57ovsxnE5JHjx6VoCPR4kPpT8dG+hCA1KOlt4MHU4KLYCPOYQPiHDYgzmGRVatWmak/3u05reZKwOvLcjLMv4nY2Nhz3hc0TB3yI0oTEWRafqjLJAJBRpzDBsQ5bECcwyK6YlBuLUU9j+LFi5vtH3/8kei+Xbt2mW3evHkl6Ei0+NGZM5E+AiB143vPHpGCBcV0fQaCiDg39CKwTuXWc7annor00SDFEeewAXEOxFOwYEEpUaKELFmyJNF9CxcuNNsiRYpI0DEa+NGpU5E+AiD1aEnhe++5WyCoiPNQoqVfP3eLACLOYQPiHEjklltuMcs4r1+/PrTvxIkTMnHiRKlYsWLYRrlBQ6LFj5g6hKCX4Op8zwQdzIFAIc5hA+IcNiDOgUS6desm6dKlkw4dOsjWrVvl+PHj8uijj5rVhu655x6xAVOH/IipQwh6fG/dKlKiBCW4CC7i3PjoI3exDj6fBBRxDhsQ50AiNWrUkEGDBknPnj3lsssuk0yZMpmKlmuuuUaefvppsQGjgR8xdQhBpqW3n31GCS6CjTg3GjUSad7c3SKAiHPYgDgHwnriiSdk1qxZ0rZtW5Ng6d+/v8yePTu0xHPQpXMcx4n0QSBpYmJipFSpUrJlyxYpWbJkpA8HAAAgKkxeOznSh4AAaFWhVaQPAYhKfA5NPipa/IipQwh6fGvjLOIcQUacwwbEOWxAnAMIg0SLH50+HekjAFJ3atzUqUyRQ7AR58bMme6vQbcIIOIcNiDOAYRBM1w/ypQp0kcApB6dt9mtW6SPAkhdxLmhCw94PSRjYiJ9NEhxxDlsQJwDCIOKFj+iogVBj+/ffiPOEWzEOWxAnMMGxDmAMEi0+BFzQBFkeqIybx4nLAg24hw2IM5hA+IcQBhMHfIjpg4h6CW4XbpE+iiA1EWcwwbEOWxAnAMIg4oWPyJjjqDH95IlxDmCjTiHDYhz2IA4BxAGiRY/YuoQgoy5zrABcQ4bEOewAXEOIAymDvkRU4cQ9BLce++N9FEAqYs4hw2Ic9iAOAcQBhUtfnTqVKSPAEjd+NamcsQ5gow4hw2Ic9iAOAcQBokWANHFcUS2bHG3QFAR57ABcQ4bEOcAwmDqkB9l5H8bAj417q67In0UQOoizmED4hw2IM4BhEFFix9Rmoigx/fMmcQ5go04hw2Ic9iAOAcQBokWANFFS28PHqQEF8FGnMMGxDlsQJwDCIM5KH7E1CEEvQT31lsjfRRA6iLOYQPiHDYgzgGEQUWLH1GaiKDH99SpxDmCjTiHDYhz2IA4BxAGiRYAAAAAAIAUwhwUP2LqEIIe382bR/oogNRFnMMGxDlsQJwDCINP7D5y5swZs92+ZUukDwVIPVp6O326yA03kFREcBHnhldpr9uYmEgfDfwc53t27EnV14cdYnJcxEDEeA4LbN++Pd7nUVwYo4GPbDmbYLmmXr1IHwoAAClm506RUqUifRQAAOB8du7cKZdddlmkD8MXSLT4SKVKlcx25cqVkidPnkgfDpAqDh06JJUrV5ZVq1ZJrly5In04QKogzmED4hw2IM5hA61k0SRLzZo1I30ovpHOcVj03S8OHjxoEiwHDhyQ3LlzR/pwgFRBnMMGxDlsQJzDBsQ5gHBYdQgAAAAAACCFkGgBAAAAAABIISRafCRLlizy4osvmi0QVMQ5bECcwwbEOWxAnAMIhx4tAAAAAAAAKYSKFgAAAAAAgBRCogUAAAAAACCFkGgBAAAAAABIISRaAAAAAAAAUgiJFgAAAAAAgBRCogWAtbxF11h8DQAARDvOWwD/INGCsP7666/Q1wzmCKqdO3eabbp06YhzBBbjOWxAnMMGnLcA/kGiBYls2bJFWrRoIWPHjjXfM5gjiHbt2iX16tWTAQMGmO+JcwQR4zlsQJzDBpy3AP5CogWJHDhwQFatWiWvvPKKfPzxx2YfgzmC5uTJk3LkyBHp3bu3DBs2zOwjzhE0jOewAXEOG3DeAvgLiRYkUrp0aSlYsKD8+eef0q9fP/nkk0/MfgZzBEnJkiVNrKs+ffrIW2+9Zb4mzhEkjOewAXEOG3DeAvgLiRaEzZjroN2oUSM5ePCgPPfcc/Lpp5+a+xjMERRHjx6V48ePmzLcChUqyPPPPy9Dhw419xHnCArGc9iAOIcNOG8B/IVECxI5deqU7N69Wx566CEZN26cKVPkpAVBExsba+L8tttuk1GjRkmlSpU4aUHgMJ7DBsQ5bMB5C+AvJFpgnDlzxmx1gNYTlsaNG0uuXLnMduTIkeak5dlnn6UcF4FZFjF9+vTmZKVQoUJStWpVGTx4sFSsWNGcnL/99tvmccQ5/IjxHDYgzmEDzlsA/0rn8K/R6hJEHbSzZs2a6L6ZM2dK7dq1zUmLmjx5snTp0kWyZ88ur7/+urRv397s1/DRQR2IVlpGrmXlOXLkMPGeJUuW0H1Lly6VcuXKSc6cOc33c+bMkR49esjq1avltddekyeffNLsJ84R7RjPYQPiHDbgvAUIBhItllq0aJH06tVLtm/fLhkzZpT69eubE5K6devGe9zp06clQ4YM5mtOWuA3CxculEcffVR27Nhh4liv/OgJyc0332xOXsLFOSct8BvGc9iAOIcNOG8BgoOpQxZat26dtGjRwmTM7777brnpppvMsojXXXedORHZtWtX6LE6qHu5uFatWpk5oXpFScsU45bjAtFm06ZN0rp1axO/enLevXt3yZYtm4njbt26ycqVK8PGeYMGDUwnf2/uM+W4iGaM57ABcQ4bcN4CBIxWtMAOZ86cMdvBgwc76dKlc8aPHx+6b/Pmzc6rr75q9nfq1MlZsWJFvOd5z1Vff/21U7hwYadcuXLOmDFj0vhdAOfnxeoHH3xg4nnUqFGh+06cOGH2Z8mSxWnevLkzbdq0c8b57Nmzndq1azt58uRxXn/99TR+F8D5MZ7DBsQ5bMB5CxBMJFos1KtXLydDhgzmJCWhjz/+2AzyrVq1chYtWhTvvriD+eTJk81r1KhRwzlw4ECaHDeQHAMHDjSx7J18nz59OnTf999/7xQrVsypX7++89VXX53zpGXOnDlOmTJlnOLFizt79+5N43cAXBjjOWxAnMMGnLcAwZIx0hU1SHvaXEu79S9fvlwuu+wy061f5zsrnb+sc5m1q7mWHL7xxhumFDFuCaJuW7ZsKd98842UKVNGcufOHeF3BCSmcew1SNTu/HE79zdt2lTGjx8vHTt2lFdffVXy5s1rStC9cnIvzrUHgC4VWqRIEcmXL19E3w8QDuM5bECcwwactwDBQjNci3iDsDbauuGGG+TGG2+UiRMnmvv0BMab76mP0XnMHTp0kK5du5q5ntpwK+FgDkSzrVu3miaJV1xxhcyaNSte8zgvhn/88Ucz119vI0aMkJIlS4aeT5wjmjGewwbEOWzCeQsQLDTDtYg3+F555ZXSqFEj+eqrr0x3cqUnK3rS4j1GrxD985//NIP4Dz/8EG/gZhCHH+jVHm0qp9349cRb6cmKF+d6QtKkSRMZPHiwfPvtt/L999/Hez5xjmjGeA4bEOewCectQLBQ0WIZL9u9Zs0aadasmRw6dEgGDRoknTt3jneFSM2fP99cPdLsug7omTJlYhCHr2zevFk6deokc+fOlT59+siLL76YaFnEjRs3mpJcje/FixdLrly5InzUQNIwnsMGxDlswnkLEBxUtFjGy6tVrFhRvv76azNw9+3bV8aMGWP268lKbGys+fraa6+VChUqyPr1682JCicr8As98ValS5c2S3tWqVJFhgwZIv379zf79WRFY18fp/P1y5cvL7t37w7FPuAHjOewAXEOG3DeAgQPiRbLTla8qz6rVq0yJy0LFiwwTeWee+456d27t7lPM+Te448ePSqFChUK7QP8FOfLli0zTRT1yqY2R3zzzTflvvvuk2PHjpmTFu9xe/bskWLFitEgEb7BeA4bEOewAectQDCx6pAl4jbImjFjhrz88sum2db7778v06ZNk27dusnrr78uP/30k7Ro0cJ09Z8wYYIp1e3evXtofihXh+CXONeu/VpymzlzZjOP+cMPP5R+/frJxx9/LPPmzTNlt+XKlZOpU6fKkiVLpEuXLub5NJNDtGM8hw2Ic9iA8xYgwCK9vjRS35kzZ0Jf//TTT07Dhg2ddOnSOTNmzAjt37JlizNw4ECnRo0a5j69FSxY0Gnfvr0TExMToSMHLj3Op0+fHtq/Z88e58svv3RuuOEGJ2PGjOb+UqVKOffdd5/5NwBEO8Zz2IA4hw04bwGCjWa4ARc3y61LxT3//POm7FavBjVu3NjM99T74y6RqM3kTp48aUoWs2XLJjlz5oz02wDixXLCqzfJiXPPunXrTIm5Xh1S2bNnT/P3BCR0viuTjOcIoksZz4lzRLsTJ05IlixZEu3nvAUIPhItARG3635SB/GEzwn3GkA084av5MR53M79QFDjnPEc0WzTpk1y+PBhqVatWrzzFc5bECS6TPN7770nr7zyipQoUSK0P7lxznkL4E/0aPG5vXv3Sv78+c2AnHBg9gZxnb/8wgsvnHcQV5ysIFr99ttvMnLkSNm6datphnjrrbdKrVq14p14aJzrUogXinNOVhCt9u/fL2vXrjUn5/ny5ZPmzZubZodxY5jxHH6mHzAPHDgg9erVk3/84x+mH0WNGjXM+UrcOCbO4XdaZXXDDTfIlVdeacb2uImWuOfnnLcAARbpuUu4eBs3bnSaNGnijB49OrTv9OnT8R4zb948p379+k769OlDcz4TPgaIZgsXLnRy5sxp5iVrHOu2cuXKzvvvv++cOnXKPOaXX35x6tWrF29uM3EOP9m6davTrVu3UKzrrU6dOs7EiRND8/gZzxEUzZs3d3LkyOF07tzZWbJkSbz7iHP4ncZw1qxZnWuvvdb5/vvvwz6G8xYg+LgU4GM6H1mz4O+8846MHz/e7PMqWzwbN26UP/74w3QvP1emHIhWGrt33nmnuZrz73//23TdHzhwoPz1118yZMgQU+miduzYYf49/PDDD8Q5fHeFX+N17Nix8sUXX0iHDh1k7ty58p///Ee2b98ugwYNMnPy1YYNGxjPEQiVK1c2ca3nLoMHD5YVK1aE7lu/fj1xDt/yVgfSaXH9+/c3X3vTf+JOBd25c6fp38J5CxBc9GjxKR2QtRRRT1Z27dolVapUkb59+5oPpQnnc/75559m2UMGcfiFN39Zlza877775Nlnn5XXXnvN3Hfs2DF59913pVevXvH260lLkSJFiHP4jiYJq1atKjVr1pRPP/3U7IuNjZURI0ZIjx495KuvvpJWrVqZ/foB9PLLLyfO4euxXZMo7du3l6uvvtpMmbjjjjvMFAqvZ0vcOGeJZvhpOr9Ohdu3b5/Mnj3bjOkeL2G+bds2M51I6Xl83rx5Gc+BgOJftU95A3KuXLnk7rvvNvP69UPn559/bvZrkkVP1JUmWeI+B4h23kn15s2bzdb7kKkJRF1RQntXFCpUSCZMmGCu+itNsijiHH6ze/duiYmJMfP5lY7dmTJlkuuvv15y5MghR44ckVOnTpn79MOn4hoJ/Dy2X3HFFaZXywMPPGCSi3ruog1Dly1bFopzHe91PCfJAr/QeG3btq0Zv7UyK+5qQZ07d5Zrr71W6tSpI3fddZd8+eWXoVWD4laiAwgOPpH4mA7MenLesWNHU2q+ZcuWeMkWHeg5GYeflS5dOnTFX3lVWlrJpVdANcmiV5AAv9IxWpf+1ASiTg3yxm61Zs0ak2QZNmyY1K1b11Qsjh492vx70H8LjO/w67mLXgDSK//vv/++iWudAv3ZZ5+ZCkXv38HixYtDyXbAD7Q65Z577jGJQp32qefoGsMNGzaUb7/9VgoWLGga+WtFl1brvvzyy2b6UMaMGRnPgQAi0eIDcQdfL+utWz0Bv+aaayRr1qym/FYHbp0mFDfZ4nXyB/wU597Ve41rPXHxerHEfVzZsmXNNCJvbj8nKfDjeK5jtJ58N2rUyEwD9e4/ePCg+eCpvKkTukJF9+7dTZ8i/TfClX746bwl7lX/zJkzS+3atWXp0qWmgqtr165mSqieuzzzzDNmuVut1p04cSJjO3x13qIVKz179pRFixaZ/kNPPPGEGeM1ST5jxgz58ccfZcmSJVK8eHGTWBwwYICp3mI8B4KHHi0+oPM69aRET04STovQOaB6VSh37tyh75s0aWKuFr3xxhvmqr9i/if8GOc6POmJiTelwtunJyS//PKLScTo8qB6ixvj3mOIe/hlPNernlrZUrRo0dDcfb0iqh9GtZmi3qel6K1btzYJxkmTJpn7vFgH/BDnGq96032jRo2Sbt26mYpcvcqv+4YPHy6PP/64iXdd2lwb+nvPI84Rbc53fq79tYYOHWq+1sShTo1TWpGoz9HKLT23yZcvn+lTVLhw4Yi8BwCph08gUU4z4rfccotplFi+fHmTJddsuEfLETXJotlw/VCp3+v9CStbEq5GBER7nE+dOtWcWHtJFq9jv3eyrSclWm6rVQDKO8nRyq5XX31Vjh8/TpIFUR/nGq/eNDkvyaK0kuuFF16Q2267zfRp0elElSpVMlc/t27dapLqig+f8NN5i8arNy7Xq1fPbPXqvu7TBKL23tK+FTqdQhOJ2jjUex7gp/NzrWTRC59ada7TiZSeh2uSRbdlypSRli1byvLly81KRQCCh08hUUybZ+kgrFc227RpY25z5syR22+/3WTGvb4VSufre8mU8yVbKGCCX+Jcm8XFjXOvP4uXdNFEi95WrlwZiuvvvvtOnnrqKbNaC71b4Ic416rDhOO5lxTXq/oJp4DqCb2O5cQ3/H7eoslEHcM3bdpkvtd+LY888ohZeUgrW3S5c20gunr16gi+IyB5ca5LOus0Ik2kdOrUyTTv1+SKSlh1W716dfO9JhkBBJBOHUJ0OXPmjNkOGDDAyZw5s/PJJ5+E7lu9erXTv39/J2PGjM59993nbNiwIdHzT58+bbazZ882z69QoYLz4YcfpuE7AFI/zlXdunWd2rVrm9eaOnWqU6NGDSdXrlzOr7/+mmbvA0iNOI+NjQ37eqNGjXLy58/vTJo0Kd7rA36M8zvuuMOpVKmS89Zbb5m4rlWrlnPy5Elzn+7T8TwmJiYC7wi4+Di/9957nW3btpn9+/fvDz034XjdsWNHJ2vWrM6yZcvS9H0ASBskWqJY165dnUyZMjnr1q2Lt19PwHVwz5Ytm3Pbbbc5K1euPGeyZc6cOU66dOmcmjVrOgcPHkyzYwdSM869D6G33HKLU7RoUfPhs0qVKk7u3Lmd5cuXp/l7AFJrPB84cKAzZcoUZ/Hixc6gQYPMh1K9bd++PY3fAZByce4lw19++WVzjqIfWjVp7o3tXrLF+5AK+C3OW7Vq5axatSreebleAD106JD5XsdzfVyjRo2cffv2pfl7AJD6Mka6ogbnVqRIEVN+qMvDXXnlleZr7Umht3bt2pl5zLrV8sO3335bSpUqFXquN42ofv368vPPP0uePHkkV65cEX0/QErHucb0zp07pV+/frJv3z4T61p2DgQhzrXhs06h8KZWaJ8WLUfX6aBx+7kAfotzvdD33nvvmSmi2vRZG/jPnz/fPM57jvIa/QN+jPPevXuHxnNdYahv375Srlw5c/+vv/5qXkdX29JpdAACKA2SOUgmr7Rw2rRpTvr06Z2bb745dJXHq1TxfPzxx+ZKULdu3cK+VsLHA0GKc73ar1dD8+bN66xYsSINjx5ImzjXK6JjxoxxXn31VefTTz8NlaMDQYnzRYsWhSpYzjVlDvB7nO/du9fp3r2706RJEzPt+ZFHHklUEQMgWEi0RLHDhw87TZs2NR8k33zzTefUqVOJBvMjR444PXv2NI/58ssvI3i0QNrH+bx58xKV5wJBiPPPPvssgkcLpG6c9+jRwzzG6zWkvMcCQRvPJ0yYENqviRm9cSEUCD5WHYpSOu1Hl/T88MMPTcnh4MGDZfz48WZ/3KWatfzwzjvvNKtTfPDBB2Y/yzgj6HHuLfVct25d+eijj8yyt0CQ4nzcuHFmv5akA0GLc50ypHE+ZsyY0HlL3JXlgCCN53q/juV6nzfFyFuBCEBwpdNsS6QPAol5/1t0vr7O42zRooWZn69zPPUERU9IYmNjzWCtj6lVq5ZZ7vP3338PLSMHBDnO9T5OzOEHjOewAXEOGxDnAJKKdGqUDuI6OOtt3bp1UqJECZkyZYoZuHv06CH9+/c3V/R1YNfH6OMPHz4sxYoVYxCHNXFOkgV+wHgOGxDnsAFxDiA5SLRE6SCuZsyYIQ888IBZUaVq1aoyd+5cM6i//vrrZjUh7WSupYtt2rSR9evXm2kUOsBTpIRoR5zDBsQ5bECcwwbEOYBki3STGCTuZq5++ukn57rrrjNNtKZPnx7av2/fPuell15yrrrqKnOf3goUKOC0a9fOiYmJidCRA0lHnMMGxDlsQJzDBsQ5gItBj5YozJTPmjVLnn/+eVmwYIFMmzZNGjduHGoWp3M+dauZ8YULF5rmWhUqVJCcOXOaGxDNiHPYgDiHDYhz2IA4B3CxSLT4ZBCnOzn8jjiHDYhz2IA4hw2IcwCXIuMlPRtJFhMTI6tWrZJNmzZJ1qxZ5ZZbbpG8efOGGmZ5g3jv3r0ZxOFbxDlsQJzDBsQ5bECcA0g1FzXhCMmyYMECp0yZMqE5m3qrUqWKM3LkSOfw4cPmMbNmzXLq1avnZMqUKTTn8/Tp0xE+ciDpiHPYgDiHDYhz2IA4B5CaSMWmMl3+rW3btiY7/tZbb8miRYvk5ZdflqNHj5pu5d9//30oo7506VKzTByZcvgNcQ4bEOewAXEOGxDnAFJdqqZx4AwZMsTJly+f88UXX4T2aZZ83LhxZv+NN94Y2r9582azJVMOvyHOYQPiHDYgzmED4hxAaiMlm8p0XmeuXLnk9ttvN99rN/IcOXJI8+bNpXr16vLDDz/Iu+++a+4rVaqU2ZIph98Q57ABcQ4bEOewAXEOILUxYqSyAgUKyP79+2X9+vWhQVrLDnX/jTfeaPZpEy7lNd0C/IY4hw2Ic9iAOIcNiHMAqY1ESyqrWLGiHDp0SD766CMzoOtgrYP53r17zXxQNW7cONmwYUOkDxW4aMQ5bECcwwbEOWxAnANIbSzvnMIcx4mX/X7iiSdk4sSJ8s4775hl4+69916z/7vvvjNli4ULF5bdu3ebZeXKli1rnk/mHNGOOIcNiHPYgDiHDYhzAGku1bvAWGLRokXOZ599Zr4+c+ZM6KbmzZvnXHPNNWbZuNy5czt58+Y1X+tycUOHDjVf33///RF+B8CFEeewAXEOGxDnsAFxDiBS0ul/0j69Ezy9evWSIUOGmEy4NtLSX6vetAxRt7o8nC4bt2DBAsmQIYNcf/310qdPH/N1/fr1JVOmTLJkyRIabSGqEeewAXEOGxDnsAFxDiBiIpbiCZjhw4ebzLfevvzyS7NPM+YJl4I7dOiQc/DgwXj7+vbta543ffr0ND1mILmIc9iAOIcNiHPYgDgHECmkZ1NIzpw5zbZy5crStm1bM+9T53LqTTPm2snce5z3WG9f3bp1zeO87uZAtCLOYQPiHDYgzmED4hxApJBoSSE6KGvjrKeeeirRYK7iNtDyvvbKEJs2bSoFCxY0j1fM5kK0Is5hA+IcNiDOYQPiHECkkGhJIbt27ZLs2bNL586dZfDgwVK9evVEg/m5BmidB3r77beb5ym6miNaEeewAXEOGxDnsAFxDiBSaIZ7iU6dOiUZM2aUtWvXyowZM+Thhx82mfCpU6fKM888I8uXL5fPP//cDNQJl5bzMu002EK0I85hA+IcNiDOYQPiHECkkWhJhtWrV8vPP/9ssuPlypWTxo0bS4ECBUL3nzhxQrJkyRL6fsqUKfLss89ecDAHoglxDhsQ57ABcQ4bEOcAohGJliTSpd10rqYO1CdPnpTMmTPL6dOnzZJwulzcFVdcYR6XcKBmMIefEOewAXEOGxDnsAFxDiBqRWy9Ix85fPiw06xZM6d06dLOlClTzL4VK1Y4jz/+uJMtWzanU6dOzvz580OP12Xj9Ob57rvvnBo1apgl4iZOnBh6DBBNiHPYgDiHDYhz2IA4BxDNSLQkwa5du5wSJUo4bdq0SXTf8OHDnbJlyzqNGjVypk+fft7BvE6dOmYwnzx5cpodO5BUxDlsQJzDBsQ5bECcA4hmdHlKAm2IFRsbK0ePHg3t07JE1bVrV1OeuHPnTtNca+bMmaGyQ715ZYg33XST9OnTRxo0aCBlypSJ0DsBzo04hw2Ic9iAOIcNiHMA0YweLUlw/PhxqVevnmzfvt3M6axRo4YZ3JXXkfyTTz4xA7k24fKWj/Por9ib73nkyBHJkSNHhN4JcG7EOWxAnMMGxDlsQJwDiGZUtIShXcu1OdaKFStk69atkjVrVunevbvZ/7///S/eAO7lqdq3by//+te/ZPr06TJ27FjTkCtuUy3vawZxRAviHDYgzmED4hw2IM4B+Eqk5y5Fm0WLFpk5nTpXM2PGjE6FChXM3M5jx445t9xyi9k/YMCA0ONPnz5tbp727ds7+fPndzZu3BihdwBcGHEOGxDnsAFxDhsQ5wD8hkRLHL/++quTJ08eJ3PmzE7r1q2d22+/3Qzcelu4cKEZnGvVquVkyJDBGTZsWOh52lTLG8xHjhxpHv/f//43gu8EODfiHDYgzmED4hw2IM4B+BGJlrOOHz/utGzZ0gzCI0aMCO3Xr3Vf9erVnSNHjjizZs1yrr76arNs3BtvvJHodX766Sfz+KFDh6bxOwAujDiHDYhz2IA4hw2IcwB+RaLlrMOHDzulS5d2GjZsmOi++++/30mfPr0ZpJUO5s2bNzcDdqdOnZzvv//e2b17t3Pw4EGnbdu2Zv/MmTMj8C6A8yPOYQPiHDYgzmED4hyAX5FoOevo0aPO5ZdfbgZoj1du+O2335rBuWvXrqH7Vq9e7bzwwgumlFFLFYsVK+YULVrUPK5FixbOrl27IvI+gPMhzmED4hw2IM5hA+IcgF+xvPNZp06dkqZNm0pMTIwsWLBAChQoELpvx44dZsm4OnXqyLfffhvar0vI/fHHHzJixAj5888/JUuWLNKwYUNp1aqVFC1aNELvBDg34hw2IM5hA+IcNiDOAfgViZY4vvjiC1m6dKm88soroX2nT5822/r168u2bdvMIF+kSBGzJJzeAL8hzmED4hw2IM5hA+IcgB+5i83DaNu2bWgQ9/JPGTJkMLdatWrJoUOHJDY2VtKnTx8axNevXy/79u0LvQZ5K0Q74hw2IM5hA+IcNiDOAfgRiZZz8AZqLT9UJUqUkAMHDphSRM8333wjbdq0kffeey/0OLLo8BPiHDYgzmED4hw2IM4B+AWJlgvwBuaaNWua7e7du832//7v/6Rv376yevVqadasmcmiA35FnMMGxDlsQJzDBsQ5gGiXMdIH4JeBPG/evGa7f/9+mTlzpjzzzDOmwZbOGa1WrVqEjxK4NMQ5bECcwwbEOWxAnAOIdiRakihHjhxmO3r0aDOY6yA+d+5cBnEECnEOGxDnsAFxDhsQ5wCiFYmWJCpcuLCZB/rzzz9L7ty5Zc6cOQziCBziHDYgzmED4hw2IM4BRCsSLUmUNWvWUEOtefPmSaVKlSJ9SECKI85hA+IcNiDOYQPiHEC0Suew3lmSrVmzxswJrVChQqQPBUg1xDlsQJzDBsQ5bECcA4hGJFoAAAAAAABSCGueAQAAAAAApBASLQAAAAAAACmERAsAAAAAAEAKIdECAAAAAACQQki0AAAAAAAApBASLQAAAAAAACmERAsAALDS4sWLZc2aNed9zL59+2TZsmWyf//+NDsuAADgbyRaAACAlV588UWpXr26bN++/ZyPmTJlitSsWVNmzZqVpscGAAD8i0QLAACwzsmTJ2XOnDnSpk0bKVas2DkflzVrVrPNli1bGh4dAADws4yRPgAAAICE9u7dK6VLl5a8efPKpk2bJGPGv09Zrr76alm6dKmsXr1aypUrl6zXHTZsmJw5c0a2bdsmBw8elFy5csk777wjJ06cMMmXZ599Nt7jM2TIYLZxfz4AAMD5pHMcxznvIwAAACLg6aefloEDB8onn3wi7dq1M/vmzp0rDRo0kLvvvlvGjx+f7NcsWbKk6bcSGxsrp0+flty5c5vEy6lTp+T48eNmG9fkyZPl1ltvlRkzZkijRo1S7L0BAIDgItECAACi0o4dO+SKK66Qq666SubNm2f23XXXXfL555/L8uXLpWrVqhf92lWqVJFatWrJhx9+GG+/ft+pU6cLPn/w4MHSs2fPi/75AAAguOjRAgAAolLRokWlc+fOMn/+fFm4cKFs2bJFJk6caCpMLiXJ8ttvv8mqVavkzjvvNNOSNm7cGLovU6ZMZtuvXz8ZOXKkdO/e3Xz/z3/+03yv+1XmzJkv+f0BAIBgItECAACi1r/+9S+T/BgyZIjppaJTe3r37n1Jr/nZZ59Jnjx5pHnz5nLbbbeZW8KeLLfffrt06dJFmjVrZr5v0aKF+V73K3q2AACAc+EsAQAARC1tiHvPPfeYKT05c+Y0iQ9thnuxtB/LRx99ZBImWbJkMasJaa8WT1ITKF5CBgAAICEqWgAAQFTTlYA0QaJNbC+1muXtt9+WDRs2yL333mu+T58+fShpom3r0qVLl6TX0ecBAACEQ0ULAACIavnz55esWbPKsWPHTN+WS6GNdFWbNm3M9vDhw2ar1TIPPfSQNG7c2HzvLSkdExNjvv/zzz9lzZo1Zr8i0QIAAM6FRAsAAIhq2p/l6NGjJrnx2muvyZgxYy76tQYNGmSa6xYqVMhUsrz00ktm6tCLL74oZcuWlT179pjHacPduO67775Lfh8AAMAOXI4BAABRS6cLDRs2TOrVqyft2rWTcePGhapKLkbdunWlR48e0rFjR2nfvr0ULFhQChQoYPrA/OMf/whNHVqxYoWZSjR58mTz/YwZM8z3uh8AAOB8SLQAAICoNXToUDl48KBZXrlXr15m1aE33ngjRV5bq1e0Uka32rtFEzAnTpxIkdcGAAD2ItECAACikvZP0QRIuXLlpHXr1lK7dm25/vrrzdShrVu3Jvv1tKGuVsXUqlVL8uXLZ6YPLV26VP744w/zc1atWmWWkgYAALgUJFoAAEBUGj58uOzdu1d69uwZaj6rlS0nT56Uf//738l+PX2NMmXKSPXq1aVPnz7y7bffSo0aNUwCZ+PGjTJt2jQzPSipSRsAAIBw0jlJPaMAAABII7rC0BVXXGEa1eqKP9myZTP79bSlUqVKZp9WohQuXPiSfo72ZdHpSIsWLTLfT5o0KbQi0fmMHDlSunTpckk/GwAABBOrDgEAgKijiYydO3dK3759Q0kWpc1qn3rqKXnkkUfMCkJvvvnmJf0cTeTErU7RpIvq16+fFC9ePNHjt23bZlYo0ucBAACEQ0ULAACw1lVXXWWSJt5qQp988oncfffd5vuqVasmevzKlSulWrVqZiWkbt26ReCIAQBAtKOiBQAAWCs2NjZUxeJ9nxTaJwYAACAcKloAAADO2r9/v8TExJiVjrJkyRLpwwEAAD5EogUAAAAAACCFsLwzAAAAAABACiHRAgAAAAAAkEJItAAAAAAAAKQQEi0AAAAAAAAphEQLAAAAAABACiHRAgAAAAAAkEJItAAAAAAAAKQQEi0AAAAAAAAp5P8BnZ0/6gi3aOIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#pyplot模块中的figure()函数创建名为fig的Figure对象\n",
    "fig = plt.figure(figsize = (12, 8))\n",
    "#在Figure对象中创建一个Axes对象，每个Axes对象即为一个绘图区域\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "#生成数据\n",
    "start_val = 0 #开始值\n",
    "stop_val = 10 #终值\n",
    "num_val = 1000 #样本\n",
    "x = np.linspace(start_val, stop_val, num_val)\n",
    "y = np.sin(x)\n",
    "\n",
    "ax.plot(x , y, '--g', lw=2, label='sin(x)')\n",
    "\n",
    "#设置轴标签\n",
    "ax.set_xlabel('X轴',fontsize=15)\n",
    "ax.set_ylabel('Y轴',fontsize=15)\n",
    "#调整坐标轴范围\n",
    "x_min = 0 # x轴数值范围最小值\n",
    "x_max = 10 # x轴数值返回最大值\n",
    "y_min = -1.5 # y轴数值范围最小值\n",
    "y_max = 1.5 # y轴数值范围最大值\n",
    "ax.set_xlim(x_min, x_max)\n",
    "ax.set_ylim(y_min, y_max)\n",
    "#设置坐标轴标签\n",
    "x_location = np.arange(0,10,2) # x轴坐标位置\n",
    "x_labels = ['2019-01-01','2019-02-01','2019-03-01','2019-04-01','2019-05-01']\n",
    "y_location = np.arange(-1,1.5,1)\n",
    "y_labels = [u'最小值',u'零值',u'最大值']\n",
    "ax.set_xticks(x_location)\n",
    "ax.set_yticks(y_location)\n",
    "ax.set_xticklabels(x_labels,rotation=45,fontsize=15)\n",
    "ax.set_yticklabels(y_labels,fontsize=15)\n",
    "\n",
    "#设置轴标签\n",
    "ax.set_xlabel('X 轴', fontsize = 15)\n",
    "ax.set_ylabel('Y 轴', fontsize = 15)\n",
    "\n",
    "#设置网格线\n",
    "ax.grid(True, ls=':', color='r', alpha = 0.5)\n",
    "#设置标题\n",
    "ax.set_title(u\"函数式绘图 vs 对象式绘图\",fontsize = 25)\n",
    "#添加图例\n",
    "ax.legend(loc='upper right',fontsize = 15)\n",
    "\n",
    "ax.annotate(u'最高点', xy = (np.pi/2, 1),xytext = (np.pi/2, 1.3),weight = 'regular',color = 'g', fontsize = 15,arrowprops = {'arrowstyle': '->','connectionstyle':'arc3','color':'g'})\n",
    "\n",
    "ax.annotate(u'最低点', xy = (np.pi * 3 / 2, -1),xytext = (np.pi * 3 / 2, -1.3),weight = 'regular',color = 'r', fontsize = 15,arrowprops = {'arrowstyle': '->','connectionstyle':'arc3','color':'r'})\n",
    "#水平参考线，垂直参考线\n",
    "ax.axhline(y = min(y), c = 'blue', ls = ':', lw = 2)\n",
    "ax.axvline(x=np.pi * 3 / 2, c = 'blue', ls='-.', lw = 2)\n",
    "#参考区域\n",
    "ax.axhspan(ymin = 0, ymax = 1, facecolor='purple', alpha = 0.3)\n",
    "ax.axvspan(xmin=np.pi * 2 ,xmax = np.pi*5/2, facecolor='g', alpha = 0.3)\n",
    "#实例一个共享x轴的axes对象\n",
    "ax_aux = ax.twinx()\n",
    "ax_aux.plot(x , np.arange(1000), color='blue', label='line 1000')\n",
    "\n",
    "#设置坐标轴标签\n",
    "y_location = np.arange(0, 1000, 100) #y轴坐标位置\n",
    "y_labels = np.arange(0, 1000,100) #y轴坐标显示标签\n",
    "ax_aux.set_yticks(y_location)\n",
    "ax_aux.set_yticklabels(y_labels, fontsize=15)\n",
    "\n",
    "ax_aux.set_ylabel('y轴-辅助', fontsize=15)\n",
    "#双y轴\n",
    "fig.legend(loc='upper right', bbox_to_anchor=(1, 1), bbox_transform = ax.transAxes,fontsize=15)\n",
    "#显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 8))\n",
    "# 在Figure对象中创建一个Axes对象，每个Axes对象即为一个绘图区域\n",
    "ax = fig.add_subplot(111)\n",
    "x = np.arange(10, 20)\n",
    "y = np.around(np.log(x), 2)\n",
    "ax.plot(x, y, marker='o')\n",
    "\n",
    "ax.annotate(u'样式1', xy=(x[1], y[1]), xytext=(80, 10), textcoords='offset points', arrowprops=dict(arrowstyle='->',connectionstyle='angle3,angleA=80,angleB=50'))\n",
    "ax.annotate(u'样式2', xy=(x[3],y[3]), xytext=(80,10),textcoords='offset points',arrowprops=dict(facecolor='black',shrink=0.05, width=5))\n",
    "ax.annotate(u'样式3',xy=(x[5],y[5]), xytext=(80, 10), textcoords='offset points', arrowprops=dict(facecolor='green',headwidth=5,headlength=10),bbox=dict(boxstyle='circle,pad=0.5',fc='yellow',ec='k',lw = 1,alpha = 0.5))\n",
    "ax.annotate(u'样式4', xy=(x[7],y[7]), xytext=(80, 10), textcoords='offset points', arrowprops=dict(facecolor='blue', headwidth=5, headlength=10),bbox=dict(boxstyle='round,pad=0.5',fc='gray',ec='k',lw=1,alpha=0.5))\n",
    "     \n",
    "#显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "fig = plt.figure(figsize=(12, 8))\n",
    "ax = fig.add_subplot(111)\n",
    "#时间序列\n",
    "date_index = pd.date_range('2019-01-01',freq = 'D', periods = 10)\n",
    "#模拟数据\n",
    "red_bar = [1000,0,0,0,879,98,213,0,0,0]\n",
    "green_bar = [0,200,599,567,0,0,0,234,998,489]\n",
    "#绘制条形图\n",
    "ax.bar(date_index, red_bar, facecolor='red')\n",
    "ax.bar(date_index, green_bar, facecolor='green')\n",
    "# 设置轴标签\n",
    "ax.set_xlabel(u'交易日', fontsize=15)\n",
    "ax.set_ylabel(u'手', fontsize=15)\n",
    "# 设置标题\n",
    "ax.set_title(u'成交量',fontsize=25)\n",
    "#显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#直方图\n",
    "#对象式\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False \n",
    "fig = plt.figure(figsize=(12, 8))\n",
    "# 在Figure对象中创建一个Axes对象，每个Axes对象即为一个绘图区域\n",
    "ax = fig.add_subplot(111)\n",
    "#绘制直方图\n",
    "ax.hist(np.random.normal(loc=0, scale=1, size=1000), bins=50, density=False, color='b')\n",
    "#设置轴标签\n",
    "ax.set_xlabel(u'样本值', fontsize=15)\n",
    "ax.set_ylabel(u'频数',fontsize=15)\n",
    "#设置标题\n",
    "ax.set_title(u'正态分布直方图',fontsize=25)\n",
    "#显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import mplfinance as mpf\n",
    "\n",
    "# 中文显示\n",
    "s = mpf.make_mpf_style(base_mpf_style='yahoo', rc={'font.family': 'SimHei'})\n",
    "# pandas 生成时间序列\n",
    "date_index = pd.date_range('2019-01-01', freq = 'D', periods = 10)\n",
    "# 绘制K线图\n",
    "opens = [2320.36, 2300, 2295.35, 2347.22, 2360.75, 2385.43, 2376.41,2424.92,2411,2432.68]\n",
    "closes = [2320.26, 2291.3, 2347.5, 2358.98, 2382.48, 2385.42,2419.02,2428.15,2433.13,2334.48]\n",
    "lows = [2287.3, 2288.26,2295.35, 2337.35,2347.89,2371.23,2369.57,2417.58,2403.3,2427.7]\n",
    "highs = [2362.94, 2308.38, 2345.92, 2363.8, 2382.48, 2383.76, 2391.82, 2421.15,2440.38,2441.73]\n",
    "# 使用zip方法生成数据列表\n",
    "ohlc = pd.DataFrame({'Close': closes, 'Open': opens,'High':highs,'Low':lows}, index = date_index)\n",
    "mpf.plot( data = ohlc,  type='candle',title = u'k线图' ,style = s, ylabel = u'价格', xlabel = u'日期')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.plot([1,2,3,4,5],[3,4,5,6,7],\"go--\")\n",
    "plt.plot([1,2,3,4,5],[2,3,4,5,6],color='green',marker='o',linestyle='dashed',linewidth = 5)\n",
    "plt.plot([1,2,3,4,5],[1,2,3,4,5],c = 'g',marker='o',ls='dashed',lw = 2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False \n",
    "fig = plt.figure(figsize=(12, 8))\n",
    "ax1 = fig.add_subplot(211)\n",
    "ax2 = fig.add_subplot(212)\n",
    "ax1.plot(np.arange(100), np.random.randint(0, 10, 100), label=u'0-10随机数', ls='-', c = 'r', lw = 1)\n",
    "ax2.plot(np.arange(100), np.random.randint(10, 20, 100), label=u\"10-20 随机数\", ls='-',c='y',lw=1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Axes(0.0321644,0.536528;0.955336x0.444722) Axes(0.0321644,0.0459028;0.955336x0.444722)\n"
     ]
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 8))\n",
    "ax1 = fig.add_axes([0.0321644, 0.536528, 0.955336, 0.444722])\n",
    "ax2 = fig.add_axes([0.0321644, 0.0459028, 0.955336, 0.444722])\n",
    "ax1.plot(np.arange(100), np.random.randint(0, 10, 100), label=u'0-10 随机数',ls='-',c='r',lw=1)\n",
    "ax2.plot(np.arange(100), np.random.randint(10, 20, 100), label=u'10-20 随机数', ls='-', c='y',lw=1)\n",
    "plt.show()\n",
    "print(ax1,ax2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# subplot布局\n",
    "import matplotlib.gridspec as gridspec\n",
    "fig = plt.figure(figsize=(12, 8), dpi=100, facecolor=\"white\")\n",
    "gs = gridspec.GridSpec(3, 3)\n",
    "graph_ax1 = fig.add_subplot(gs[0, :])\n",
    "graph_ax2 = fig.add_subplot(gs[1, 0:2])\n",
    "graph_ax3 = fig.add_subplot(gs[1:3,2])\n",
    "graph_ax4 = fig.add_subplot(gs[2, 0:2])\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# subplot布局\n",
    "import matplotlib.gridspec as gridspec\n",
    "fig = plt.figure(figsize=(12, 8), dpi=100, facecolor=\"white\")\n",
    "gs = gridspec.GridSpec(3, 3,left=0.08, bottom=0.15, right=0.99, top=0.96, wspace=0.5, hspace=0.5,width_ratios=[2, 2, 1], height_ratios=[2, 1, 1])\n",
    "graph_ax1 = fig.add_subplot(gs[0, :])\n",
    "graph_ax2 = fig.add_subplot(gs[1, 0:2])\n",
    "graph_ax3 = fig.add_subplot(gs[1:3, 2])\n",
    "graph_ax4 = fig.add_subplot(gs[2, 0:2])\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
